John von Neumann  

Member of the United States Atomic Energy Commission  
In office March 15, 1955 – February 8, 1957  
President  Dwight D. Eisenhower 
Preceded by  Eugene M. Zuckert 
Succeeded by  John S. Graham 
Personal details  
Born  Neumann János Lajos December 28, 1903 Budapest, Kingdom of Hungary, AustriaHungary 
Died  February 8, 1957 Washington, D.C., U.S.  (aged 53)
Resting place  Princeton Cemetery 
Citizenship 

Alma mater  
Spouses 

Children  Marina von Neumann Whitman 
Awards 

Scientific career  
Fields  Logic, mathematics, mathematical physics, theoretical physics, statistics, economics, computer science, theoretical biology, chemistry 
Institutions  
Thesis  Az általános halmazelmélet axiomatikus felépítése (The axiomatic construction of general set theory) (1925) 
Doctoral advisor  
Other academic advisors  
Doctoral students  
Other notable students  
Signature  
John von Neumann (/vɒn ˈnɔɪmən/ von NOYmən; Hungarian: Neumann János Lajos [ˈnɒjmɒn ˈjaːnoʃ ˈlɒjoʃ]; December 28, 1903 – February 8, 1957) was a HungarianAmerican mathematician, physicist, computer scientist, engineer and polymath. He was regarded as having perhaps the widest coverage of any mathematician of his time^{[9]} and was said to have been "the last representative of the great mathematicians who were equally at home in both pure and applied mathematics".^{[10]}^{[11]} He integrated pure and applied sciences, making major contributions to many fields, including mathematics, physics, economics, computing, and statistics. He was a pioneer of the application of operator theory to quantum mechanics in the development of functional analysis, and a key figure in the development of game theory and the concepts of cellular automata, the universal constructor and the digital computer. His analysis of the structure of selfreplication preceded the discovery of the structure of DNA.
During World War II, von Neumann and others worked on the Manhattan Project to problemsolve key steps in the nuclear physics involved in thermonuclear reactions and the hydrogen bomb. He developed the mathematical models behind the explosive lenses used in the implosiontype nuclear weapon.^{[12]} During this time and after the war, he consulted for a vast number of organizations including the Office of Scientific Research and Development, the Army's Ballistic Research Laboratory, the Armed Forces Special Weapons Project and the Oak Ridge National Laboratory.^{[13]} At the peak of his influence in the 1950s, he was the chair for a number of critical Defense Department committees including the Strategic Missile Evaluation Committee and the ICBM Scientific Advisory Committee. He was also a member of the influential Atomic Energy Commission in charge of all atomic energy development in the country. He played a key role alongside Bernard Schriever and Trevor Gardner in contributing to the design and development of the United States' first ICBM programs.^{[14]} During this time, he was considered the nation's foremost expert on nuclear weaponry and the leading defense scientist at the Pentagon. As a Hungarian émigré, concerned that the Soviets would achieve nuclear superiority, he designed and promoted the policy of mutually assured destruction to limit the arms race.^{[15]}
Accolades he received range from the Medal of Freedom to a crater on the Moon named in his honor.
Von Neumann was born in Budapest, Kingdom of Hungary (which was then part of the AustroHungarian Empire),^{[16]}^{[17]}^{[18]} on December 28, 1903, to a wealthy, acculturated, and nonobservant Jewish family. His Hungarian birth name was Neumann János Lajos. In Hungarian, the family name comes first, and his given names are equivalent to John Louis in English.^{[19]}
He was the eldest of three brothers; his two younger siblings were Mihály (English: Michael von Neumann; 1907–1989) and Miklós (Nicholas von Neumann, 1911–2011).^{[20]} His father, Neumann Miksa (Max von Neumann, 1873–1928) was a banker, who held a doctorate in law. He had moved to Budapest from Pécs at the end of the 1880s.^{[21]} Miksa's father and grandfather were both born in Ond (now part of the town of Szerencs), Zemplén County, northern Hungary. John's mother was Kann Margit (English: Margaret Kann);^{[22]} her parents were Jakab Kann and Katalin Meisels of the Meisels family.^{[23]} Three generations of the Kann family lived in spacious apartments above the KannHeller offices in Budapest; von Neumann's family occupied an 18room apartment on the top floor.^{[24]}
On February 20, 1913, Emperor Franz Joseph elevated John's father to the Hungarian nobility for his service to the AustroHungarian Empire.^{[25]} The Neumann family thus acquired the hereditary appellation Margittai, meaning "of Margitta" (today Marghita, Romania). The family had no connection with the town; the appellation was chosen in reference to Margaret, as was their chosen coat of arms depicting three marguerites. Neumann János became margittai Neumann János (John Neumann de Margitta), which he later changed to the German Johann von Neumann.^{[26]}
Von Neumann was a child prodigy. When he was six years old, he could divide two eightdigit numbers in his head^{[27]}^{[28]} and could converse in Ancient Greek. When the sixyearold von Neumann caught his mother staring aimlessly, he asked her, "What are you calculating?"^{[29]}
When they were young, von Neumann, his brothers and his cousins were instructed by governesses. Von Neumann's father believed that knowledge of languages other than their native Hungarian was essential, so the children were tutored in English, French, German and Italian.^{[30]} By the age of eight, von Neumann was familiar with differential and integral calculus, and by twelve he had read and understood Borel's Théorie des Fonctions.^{[31]} But he was also particularly interested in history. He read his way through Wilhelm Oncken's 46volume world history series Allgemeine Geschichte in Einzeldarstellungen (General History in Monographs).^{[32]} A copy was contained in a private library Max purchased. One of the rooms in the apartment was converted into a library and reading room, with bookshelves from ceiling to floor.^{[33]}
Von Neumann entered the Lutheran Fasori Evangélikus Gimnázium in 1914.^{[34]} Eugene Wigner was a year ahead of von Neumann at the Lutheran School and soon became his friend.^{[35]} This was one of the best schools in Budapest and was part of a brilliant education system designed for the elite. Under the Hungarian system, children received all their education at the one gymnasium. The Hungarian school system produced a generation noted for intellectual achievement, many of which were Jews or of Jewish descent, who were sometimes known as "The Martians".^{[36]}^{[37]}
Although von Neumann's father insisted von Neumann attend school at the grade level appropriate to his age, he agreed to hire private tutors to give von Neumann advanced instruction in those areas in which he had displayed an aptitude. At the age of 15, he began to study advanced calculus under the renowned analyst Gábor Szegő.^{[35]} As for his other subjects, he received a grade of A for all barring B's in geometrical drawing, writing and music, and a C for physical education.^{[38]} By the age of 19, von Neumann had published two major mathematical papers, the second of which gave the modern definition of ordinal numbers, which superseded Georg Cantor's definition.^{[39]} At the conclusion of his education at the gymnasium, von Neumann sat for and won the Eötvös Prize, a national prize for mathematics.^{[40]}
According to his friend Theodore von Kármán, von Neumann's father wanted John to follow him into industry and thereby invest his time in a more financially useful endeavor than mathematics. In fact, his father asked von Kármán to persuade his son not to take mathematics as his major.^{[41]} Von Neumann and his father decided that the best career path was to become a chemical engineer. This was not something that von Neumann had much knowledge of, so it was arranged for him to take a twoyear, nondegree course in chemistry at the University of Berlin, after which he sat for the entrance exam to the prestigious ETH Zurich,^{[42]} which he passed in September 1923.^{[43]} At the same time, von Neumann also entered Pázmány Péter University in Budapest,^{[44]} as a Ph.D. candidate in mathematics. For his thesis, he chose to produce an axiomatization of Cantor's set theory.^{[45]}^{[46]} He graduated as a chemical engineer from ETH Zurich in 1926 (although Wigner says that von Neumann was never very attached to the subject of chemistry), and passed his final examinations summa cum laude for his Ph.D. in mathematics (with minors in experimental physics and chemistry) simultaneously with his chemical engineering degree.^{[47]}^{[48]} He then went to the University of Göttingen on a grant from the Rockefeller Foundation to study mathematics under David Hilbert.^{[49]} Hermann Weyl, in his obituary of Emmy Noether, remembers how in the winter of 19261927 von Neumann, Noether and himself would take walks after his classes through "the cold, wet, rainwet streets of Göttingen" where they discussed hypercomplex number systems and their representations.^{[50]}
Von Neumann's habilitation was completed on December 13, 1927, and he began to give lectures as a Privatdozent at the University of Berlin in 1928.^{[51]} He was the youngest person ever elected Privatdozent in the university's history in any subject.^{[52]} He quickly began writing nearly one major mathematics paper per month.^{[53]} In 1929, he briefly became a Privatdozent at the University of Hamburg, where the prospects of becoming a tenured professor were better,^{[54]} but in October of that year a better offer presented itself when he was invited to Princeton University as a visiting lecturer in mathematical physics.^{[55]}
von Neumann was baptized a Catholic in 1930.^{[56]} Shortly afterward, von Neumann married Marietta Kövesi, who had studied economics at Budapest University.^{[55]} Von Neumann and Marietta had one child, a daughter, Marina, born in 1935. As of 2021 Marina is a distinguished professor emerita of business administration and public policy at the University of Michigan.^{[57]} The couple divorced on November 2, 1937.^{[58]} On November 17, 1938, von Neumann married Klara Dan, whom he had met during his last trips back to Budapest before the outbreak of World War II.^{[59]}^{[60]}
In 1933 Von Neumann was offered and accepted a life tenure professorship at the Institute for Advanced Study in New Jersey, when that institution's plan to appoint Hermann Weyl appeared to have failed.^{[61]} His mother, brothers and inlaws followed von Neumann to the United States in 1939.^{[62]} Von Neumann anglicized his first name to John, keeping the Germanaristocratic surname von Neumann. His brothers changed theirs to "Neumann" and "Vonneumann".^{[26]} Von Neumann became a naturalized citizen of the United States in 1937, and immediately tried to become a lieutenant in the United States Army's Officers Reserve Corps. He passed the exams easily but was rejected because of his age.^{[63]}
Klara and John von Neumann were socially active within the local academic community.^{[64]} His white clapboard house at 26 Westcott Road was one of Princeton's largest private residences.^{[65]} He always wore formal suits, and once wore a threepiece pinstripe while riding down the Grand Canyon astride a mule.^{[66]} Von Neumann held a lifelong passion for ancient history and was renowned for his historical knowledge.^{[67]} He enjoyed Yiddish and "offcolor" humor (especially limericks).^{[31]} He was a nonsmoker.^{[68]} In Princeton, he received complaints for regularly playing extremely loud German march music on his phonograph.^{[69]} Von Neumann did some of his best work in noisy, chaotic environments, including in his living room with his wife's phonograph playing loudly.^{[70]}
Von Neumann's closest friend in the United States was mathematician Stanislaw Ulam.^{[71]} Von Neumann believed that much of his mathematical thought occurred intuitively; he would often go to sleep with a problem unsolved and know the answer upon waking up.^{[70]} Ulam noted that von Neumann's way of thinking might not be visual, but more aural.^{[72]}
In 1955, a mass was found near von Neumann's collarbone; the mass turned out to be cancer originating in the skeleton, pancreas or prostate. (While there is a general agreement that the initially discovered tumour had metastasised from elsewhere, sources differ as to the location of the primary cancer.)^{[73]}^{[74]} The malignancy may have been caused by exposure to radiation during his time at Los Alamos National Laboratory.^{[75]} Unable to accept his impending death,^{[76]} Von Neumann consulted with a Catholic priest before converting. He was given last rites before dying.^{[77]}^{[78]} Of his religious views, Von Neumann reportedly said, "So long as there is the possibility of eternal damnation for nonbelievers it is more logical to be a believer at the end," referring to Pascal's wager. He had earlier confided to his mother, "There probably has to be a God. Many things are easier to explain if there is than if there isn't."^{[79]}^{[80]}
He died on February 8, 1957 at Walter Reed Army Medical Hospital and was buried at Princeton Cemetery of Nassau Presbyterian Church in Princeton, New Jersey.^{[81]}^{[82]}
See also: Von Neumann–Bernays–Gödel set theory 
The axiomatization of mathematics, on the model of Euclid's Elements, had reached new levels of rigour and breadth at the end of the 19th century, particularly in arithmetic, thanks to the axiom schema of Richard Dedekind and Charles Sanders Peirce, and in geometry, thanks to Hilbert's axioms.^{[83]} But at the beginning of the 20th century, efforts to base mathematics on naive set theory suffered a setback due to Russell's paradox (on the set of all sets that do not belong to themselves).^{[84]} The problem of an adequate axiomatization of set theory was resolved implicitly about twenty years later by Ernst Zermelo and Abraham Fraenkel. Zermelo–Fraenkel set theory provided a series of principles that allowed for the construction of the sets used in the everyday practice of mathematics, but did not explicitly exclude the possibility of the existence of a set that belongs to itself. In his doctoral thesis of 1925, von Neumann demonstrated two techniques to exclude such sets—the axiom of foundation and the notion of class.^{[83]}
The axiom of foundation proposed that every set can be constructed from the bottom up in an ordered succession of steps by way of the principles of Zermelo and Fraenkel. If one set belongs to another, then the first must necessarily come before the second in the succession. This excludes the possibility of a set belonging to itself. To demonstrate that the addition of this new axiom to the others did not produce contradictions, von Neumann introduced a method of demonstration called the method of inner models, which became an essential instrument in set theory.^{[83]}
The second approach to the problem of sets belonging to themselves took as its base the notion of class, and defines a set as a class that belongs to other classes, while a proper class is defined as a class that does not belong to other classes. On the Zermelo–Fraenkel approach, the axioms impede the construction of a set of all sets that do not belong to themselves. In contrast, on von Neumann's approach, the class of all sets that do not belong to themselves can be constructed, but it is a proper class, not a set.^{[83]}
Overall, von Neumann's major achievement in set theory was an "axiomatization of set theory and (connected with that) elegant theory of the ordinal and cardinal numbers as well as the first strict formulation of principles of definitions by the transfinite induction".^{[85]}
Main article: Von Neumann paradox 
Building on the Hausdorff paradox of Felix Hausdorff (1914), Stefan Banach and Alfred Tarski in 1924 showed how to subdivide a threedimensional ball into disjoint sets, then translate and rotate these sets to form two identical copies of the same ball; this is the Banach–Tarski paradox. They also proved that a twodimensional disk has no such paradoxical decomposition. But in 1929,^{[86]} von Neumann subdivided the disk into finitely many pieces and rearranged them into two disks, using areapreserving affine transformations instead of translations and rotations. The result depended on finding free groups of affine transformations, an important technique extended later by von Neumann in his work on measure theory.^{[87]}
See also: Hilbert's program 
With the contributions of von Neumann to sets, the axiomatic system of the theory of sets avoided the contradictions of earlier systems and became usable as a foundation for mathematics, despite the lack of a proof of its consistency. The next question was whether it provided definitive answers to all mathematical questions that could be posed in it, or whether it might be improved by adding stronger axioms that could be used to prove a broader class of theorems.^{[88]}
By 1927 von Neumann was involving himself in discussions with others in Göttingen on whether elementary arithmetic followed from Peano axioms.^{[89]} Building on the work of Ackermann, von Neumann began attempting to prove (using the finistic methods of Hilbert's school) the consistency of firstorder arithmetic. He succeeded in proving the consistency of a fragment of arithmetic of natural numbers (through the use of restrictions on induction).^{[90]} He continued looking for a more general proof of the consistency of classical mathematics using methods from proof theory.^{[91]}
A strongly negative answer to whether it was definitive arrived in September 1930 at the historic Second Conference on the Epistemology of the Exact Sciences of Königsberg, in which Kurt Gödel announced his first theorem of incompleteness: the usual axiomatic systems are incomplete, in the sense that they cannot prove every truth expressible in their language. Moreover, every consistent extension of these systems necessarily remains incomplete.^{[92]} Von Neumann, who participated in the conference, pulled Gödel for conversation afterwards and the pair had a discussion on the topic, where von Neumann suggested that Gödel try to transform his results for undecidable propositions about integers.^{[93]}
Less than a month later, von Neumann communicated to Gödel an interesting consequence of his theorem: that the usual axiomatic systems are unable to demonstrate their own consistency.^{[92]} Gödel replied, saying he had already discovered this consequence, now known as his second incompleteness theorem, and that he would send a preprint of his article containing both results.^{[94]}^{[95]} Von Neumann acknowledged Gödel's priority in his next letter.^{[96]} He never thought much of "the American system of claiming personal priority for everything."^{[97]} However von Neumann's method of proof differed from Gödel's, and he was also of the opinion that the second incompleteness theorem had dealt a much stronger blow to Hilbert's program (effectively ending it) than Gödel thought it did.^{[98]}^{[99]} With this discovery, which drastically changed his views on mathematical rigor, von Neumann ceased research in the foundations of mathematics and metamathematics and instead spent time on problems connected with applications.^{[100]} However, Gödel's promised exposition of the second incompleteness theorem never appeared.^{[101]}^{[102]}
In a series of papers published in 1932, von Neumann made foundational contributions to ergodic theory, a branch of mathematics that involves the states of dynamical systems with an invariant measure.^{[103]} Of the 1932 papers on ergodic theory, Paul Halmos wrote that even "if von Neumann had never done anything else, they would have been sufficient to guarantee him mathematical immortality".^{[104]} By then von Neumann had already written his articles on operator theory, and the application of this work was instrumental in his mean ergodic theorem.^{[105]}
The theorem is about arbitrary oneparameter unitary groups and states that for every vector in the Hilbert space, exists in the sense of the metric defined by the Hilbert norm and is a vector which is such that for all . This was proven in the first paper. In the second paper, von Neumann argued that his results here were sufficient for physical applications relating to Boltzmann's ergodic hypothesis. He also pointed out that ergodicity had not yet been achieved and isolated this for future work.^{[106]}
Later in the year he published another long and influential paper that began the systematic study of ergodicity. In this paper he gave and proved a decomposition theorem showing that the ergodic measure preserving actions of the real line are the fundamental building blocks from which all measure preserving actions can be built. Several other key theorems are given and proven. The results in this paper and another in conjunction with Paul Halmos have significant applications in other areas of mathematics.^{[107]}^{[108]}
See also: Lifting theory 
In measure theory, the "problem of measure" for an ndimensional Euclidean space R^{n} may be stated as: "does there exist a positive, normalized, invariant, and additive set function on the class of all subsets of R^{n}?"^{[109]} The work of Felix Hausdorff and Stefan Banach had implied that the problem of measure has a positive solution if n = 1 or n = 2 and a negative solution (because of the Banach–Tarski paradox) in all other cases. Von Neumann's work argued that the "problem is essentially grouptheoretic in character"  the existence of a measure could be determined by looking at the properties of the transformation group of the given space. The positive solution for spaces of dimension at most two, and the negative solution for higher dimensions, comes from the fact that the Euclidean group is a solvable group for dimension at most two, and is not solvable for higher dimensions. "Thus, according to von Neumann, it is the change of group that makes a difference, not the change of space."^{[110]} Around 1942 he told Dorothy Maharam how to prove that every complete σfinite measure space has a multiplicative lifting, however he did not publish this proof and she later came up with a new one.^{[111]}
In a number of von Neumann's papers, the methods of argument he employed are considered even more significant than the results. In anticipation of his later study of dimension theory in algebras of operators, von Neumann used results on equivalence by finite decomposition, and reformulated the problem of measure in terms of functions.^{[112]} A major contribution von Neumann made to measure theory was the result of a paper written to answer a question of Haar regarding whether there existed an algebra of all bounded functions on the real number line such that they form "a complete system of representatives of the classes of almost everywhereequal measurable bounded functions".^{[113]} He proved this in the positive, and in later papers with Stone discussed various generalizations and algebraic aspects of this problem.^{[114]} He also proved by new methods the existence of disintegrations for various general types of measures. Von Neumann also gave a new proof on the uniqueness of Haar measures by using the mean values of functions, although this method only worked for compact groups.^{[113]} He had to create entirely new techniques to apply this to locally compact groups.^{[115]} He also gave a new, ingenious proof for the Radon–Nikodym theorem.^{[116]} His lecture notes on measure theory at the Institute for Advanced Study were an important source for knowledge on the topic in America at the time, and were later published.^{[117]}^{[118]}^{[119]}
Using his previous work on measure theory, von Neumann made several contributions to the theory of topological groups, beginning with a paper on almost periodic functions on groups, where von Neumann extended Bohr's theory of almost periodic functions to arbitrary groups.^{[120]} He continued this work with another paper in conjunction with Bochner that improved the theory of almost periodicity to include functions that took on elements of linear spaces as values rather than numbers.^{[121]} In 1938, he was awarded the Bôcher Memorial Prize for his work in analysis in relation to these papers.^{[122]}^{[123]}
In a 1933 paper, he used the newly discovered Haar measure in the solution of Hilbert's fifth problem for the case of compact groups.^{[124]} The basic idea behind this was discovered several years earlier when von Neumann published a paper on the analytic properties of groups of linear transformations and found that closed subgroups of a general linear group are Lie groups.^{[125]} This was later extended by Cartan to arbitrary Lie groups in the form of the closedsubgroup theorem.^{[126]}^{[113]}
Main article: Operator theory 
See also: Spectral theorem 
Von Neumann was the first person to axiomatically define an abstract Hilbert space. He defined it as a complex vector space with a Hermitian scalar product, with the corresponding norm being both separable and complete. In the same papers he also proved the general form of the Cauchy–Schwarz inequality that had previously been known only in specific examples.^{[127]} He continued with the development of the spectral theory of operators in Hilbert space in 3 seminal papers between 1929 and 1932.^{[128]} This work cumulated in his Mathematical Foundations of Quantum Mechanics which among two other books by Stone and Banach in the same year were the first monographs on Hilbert space theory.^{[129]} Previous work by others showed that a theory of weak topologies could not be obtained by using sequences, and von Neumann was the first to outline a program of how to overcome the difficulties, which resulted in him defining locally convex spaces and topological vector spaces for the first time. In addition several other topological properties he defined at the time (he was among the first mathematicians to apply new topological ideas from Hausdorff from Euclidean to Hilbert spaces)^{[130]} such as boundness and total boundness are still used today.^{[131]} For twenty years von Neumann was considered the 'undisputed master' of this area.^{[113]} These developments were primarily prompted by needs in quantum mechanics where von Neumann realized the need to extend the spectral theory of Hermitian operators from the bounded to the unbounded case.^{[132]} Other major achievements in these papers include a complete elucidation of spectral theory for normal operators, the first abstract presentation of the trace of a positive operator,^{[133]}^{[134]} a generalisation of Riesz's presentation of Hilbert's spectral theorems at the time, and the discovery of Hermitian operators in a Hilbert space, as distinct from selfadjoint operators, which enabled him to give a description of all Hermitian operators which extend a given Hermitian operator. In addition he wrote a paper detailing how the usage of infinite matrices, common at the time in spectral theory, was inadequate as a representation for Hermitian operators. His work on operator theory lead to his most profound invention in pure mathematics, the study of von Neumann algebras and in general of operator algebras.^{[135]}
His later work on rings of operators lead to him revisiting his earlier work on spectral theory and providing a new way of working through the geometric content of the spectral theory by the use of direct integrals of Hilbert spaces.^{[136]} Like in his work on measure theory he proved several theorems that he did not find time to publish. Nachman Aronszajn and K. T. Smith were told by him that in the early 1930s he proved the existence of proper invariant subspaces for completely continuous operators in a Hilbert space while working on the invariant subspace problem.^{[137]}
With I. J. Schoenberg he wrote several items investigating translation invariant Hilbertian metrics on the real number line which resulted in their complete classification. Their motivation lie in various questions related to embedding metric spaces into Hilbert spaces.^{[138]}^{[139]}
With Pascual Jordan he wrote a short paper giving the first derivation of a given norm from an inner product by means of the parallelogram identity.^{[140]} His trace inequality is a key result of matrix theory used in matrix approximation problems.^{[141]} He also first presented the idea that the dual of a prenorm is a norm in the first major paper discussing the theory of unitarily invariant norms and symmetric gauge functions (now known as symmetric absolute norms).^{[142]}^{[143]}^{[144]} This paper leads naturally to the study of symmetric operator ideals and is the beginning point for modern studies of symmetric operator spaces.^{[145]}
Later with Robert Schatten he initiated the study of nuclear operators on Hilbert spaces,^{[146]}^{[147]} tensor products of Banach spaces,^{[148]} introduced and studied trace class operators,^{[133]} their ideals, and their duality with compact operators, and preduality with bounded operators.^{[149]} The generalization of this topic to the study of nuclear operators on Banach spaces was among the first achievements of Alexander Grothendieck.^{[150]}^{[151]} Previously in 1937 von Neumann published several results in this area, for example giving 1parameter scale of different cross norms on and proving several other results on what are now known as Schatten–von Neumann ideals.^{[152]}
Main article: Von Neumann algebra 
See also: Direct integral 
Von Neumann founded the study of rings of operators, through the von Neumann algebras (originally called W*algebras). While his original ideas for rings of operators existed already in 1930, he did not begin studying them in depth until he met F. J. Murray several years later.^{[153]}^{[154]} A von Neumann algebra is a *algebra of bounded operators on a Hilbert space that is closed in the weak operator topology and contains the identity operator.^{[155]} The von Neumann bicommutant theorem shows that the analytic definition is equivalent to a purely algebraic definition as being equal to the bicommutant.^{[156]} After elucidating the study of the commutative algebra case, von Neumann embarked in 1936, with the partial collaboration of Murray, on the noncommutative case, the general study of factors classification of von Neumann algebras. The six major papers in which he developed that theory between 1936 and 1940 "rank among the masterpieces of analysis in the twentieth century".^{[10]} The nearly 500 pages that the papers span collect many foundational results and started several programs in operator algebra theory that mathematicians worked on for decades afterwards. An example is the classification of factors.^{[157]}^{[158]} In addition in 1938 he proved that every von Neumann algebra on a separable Hilbert space is a direct integral of factors yet he did not find time to publish this result until 1949.^{[159]}^{[160]} Von Neumann algebras relate closely to a theory of noncommutative integration, something that von Neumann hinted to in his work but did not explicitly write out.^{[161]}^{[162]} Another important result on polar decomposition was published in 1932.^{[163]}
Main article: Continuous geometry 
Between 1935 and 1937, von Neumann worked on lattice theory, the theory of partially ordered sets in which every two elements have a greatest lower bound and a least upper bound. Garrett Birkhoff described his work, "John von Neumann's brilliant mind blazed over lattice theory like a meteor".^{[164]} Von Neumann combined traditional projective geometry with modern algebra (linear algebra, ring theory, lattice theory). Many previously geometric results could then be interpreted in the case of general modules over rings. His work laid the foundations for modern work in projective geometry.^{[165]}
His biggest contribution was founding the field of continuous geometry.^{[166]} It followed his pathbreaking work on rings of operators. In mathematics, continuous geometry is a substitute of complex projective geometry, where instead of the dimension of a subspace being in a discrete set it can be an element of the unit interval . Earlier, Menger and Birkhoff had axiomatized complex projective geometry in terms of the properties of its lattice of linear subspaces. Von Neumann, following his work on rings of operators, weakened those axioms to describe a broader class of lattices, the continuous geometries. While the dimensions of the subspaces of projective geometries are a discrete set (the nonnegative integers), the dimensions of the elements of a continuous geometry can range continuously across the unit interval . Von Neumann was motivated by his discovery of von Neumann algebras with a dimension function taking a continuous range of dimensions, and the first example of a continuous geometry other than projective space was the projections of the hyperfinite type II factor.^{[167]}^{[168]}
In more pure lattice theoretical work, he solved the difficult problem of characterizing the class of (continuousdimensional projective geometry over an arbitrary division ring ) in abstract language of lattice theory.^{[169]} Von Neumann provided an abstract exploration of dimension in completed complemented modular topological lattices (properties that arise in the lattices of subspaces of inner product spaces): "Dimension is determined, up to a positive linear transformation, by the following two properties. It is conserved by perspective mappings ("perspectivities") and ordered by inclusion. The deepest part of the proof concerns the equivalence of perspectivity with "projectivity by decomposition"—of which a corollary is the transitivity of perspectivity."
For any integer every dimensional abstract projective geometry is isomorphic to the subspacelattice of an dimensional vector space over a (unique) corresponding division ring . This is known as the Veblen–Young theorem. Von Neumann extended this fundamental result in projective geometry to the continuous dimensional case.^{[170]} This coordinatization theorem is a deep and important result that stimulated considerable work in abstract projective geometry and lattice theory, much of which continued using von Neumann's techniques.^{[171]}^{[172]} Birkhoff described this theorem as follows:"Any complemented modular lattice L having a "basis" of n ≥ 4 pairwise perspective elements, is isomorphic with the lattice ℛ(R) of all principal rightideals of a suitable regular ring R. This conclusion is the culmination of 140 pages of brilliant and incisive algebra involving entirely novel axioms. Anyone wishing to get an unforgettable impression of the razor edge of von Neumann's mind, need merely try to pursue this chain of exact reasoning for himself—realizing that often five pages of it were written down before breakfast, seated at a living room writingtable in a bathrobe."^{[173]}
This work required the creation of regular rings.^{[174]} A von Neumann regular ring is a ring where for every , an element exists such that .^{[173]} These rings came from and have connections to his work on von Neumann algebras, as well as AW*algebras and various kinds of C*algebras.^{[175]}
Many smaller technical results were proven during the creation and proof of the above theorems, particularly regarding distributivity (such as infinite distributivity), von Neumann developing them as needed. He also developed a theory of valuations in lattices, and shared in developing the general theory of metric lattices.^{[176]}
Birkhoff noted in his posthumous article on von Neumann that most of these results were developed in an intense two year period of work, and that while his interests continued in lattice theory after 1937, they became peripheral and mainly occurred in letters to other mathematicians. A final contribution in 1940 was for a joint seminar he conducted with Birkhoff at the Institute for Advanced Study on the subject where he developed a theory of σcomplete lattice ordered rings. He never wrote up the work for publication and afterwards became busy with war work and his interests moved to computers. He finished his article by saying, "One wonders what would have been the effect on lattice theory, if von Neumann's intense twoyear preoccupation with lattice theory had continued for twenty years!"^{[177]}
Von Neumann made fundamental contributions to mathematical statistics. In 1941, he derived the exact distribution of the ratio of the mean square of successive differences to the sample variance for independent and identically normally distributed variables.^{[178]} This ratio was applied to the residuals from regression models and is commonly known as the Durbin–Watson statistic^{[179]} for testing the null hypothesis that the errors are serially independent against the alternative that they follow a stationary first order autoregression.^{[179]}
Subsequently, Denis Sargan and Alok Bhargava extended the results for testing whether the errors on a regression model follow a Gaussian random walk (i.e., possess a unit root) against the alternative that they are a stationary first order autoregression.^{[180]}
In his early years, von Neumann published several papers related to settheoretical real analysis and number theory.^{[181]} In a paper from 1925, he proved that for any dense sequence of points in , there existed a rearrangement of those points that is uniformly distributed.^{[182]}^{[183]}^{[184]} In 1926 his sole publication was on Prüfer's theory of ideal algebraic numbers where he found a new way of constructing them, thus extending Prüfer's theory to the field of all algebraic numbers, and clarified their relation to padic numbers.^{[185]}^{[186]}^{[187]}^{[188]}^{[189]}^{[190]} In 1928 he published two additional papers continuing with these themes. The first dealt with partitioning an interval into countably many congruent subsets. It solved a problem of Hugo Steinhaus asking whether an interval is divisible. Von Neumann proved that indeed that all intervals, halfopen, open, or closed are divisible by translations (i.e. that these intervals can be decomposed into subsets that are congruent by translation).^{[191]}^{[192]}^{[193]}^{[194]} His next paper dealt with giving a constructive proof without the axiom of choice that algebraically independent reals exist. He proved that are algebraically independent for . Consequently, there exists a perfect algebraically independent set of reals the size of the continuum.^{[195]}^{[196]}^{[197]}^{[198]} Other minor results from his early career include a proof of a maximum principle for the gradient of a minimizing function in the field of calculus of variations, ^{[199]}^{[200]}^{[201]}^{[202]} and a small simplification of Hermann Minkowski's theorem for linear forms in geometric number theory.^{[203]}^{[204]}^{[205]}
Later in his career together with Pascual Jordan and Eugene Wigner he wrote a foundational paper classifying all finitedimensional formally real Jordan algebras and discovering the Albert algebras while attempting to look for a better mathematical formalism for quantum theory.^{[206]}^{[207]} A couple years later in 1936 he wrote another paper by himself in an attempt to further the program of replacing the axioms of his previous Hilbert space program with those of Jordan algebras.^{[208]} In this paper he investigated the infinitedimensional case and planned to write at least one further paper on the topic however this paper never came to fruition.^{[209]} Nevertheless these axioms formed the basis for further investigations of algebraic quantum mechanics started by Irving Segal.^{[210]}^{[211]}
See also: Quantum mutual information, Measurement in quantum mechanics, and Wave function collapse 
Part of a series of articles about 
Quantum mechanics 

Von Neumann was the first to establish a rigorous mathematical framework for quantum mechanics, known as the Dirac–von Neumann axioms, in his widely influential 1932 work Mathematical Foundations of Quantum Mechanics.^{[212]} After having completed the axiomatization of set theory, he began to confront the axiomatization of quantum mechanics. He realized in 1926 that a state of a quantum system could be represented by a point in a (complex) Hilbert space that, in general, could be infinitedimensional even for a single particle. In this formalism of quantum mechanics, observable quantities such as position or momentum are represented as linear operators acting on the Hilbert space associated with the quantum system.^{[213]}
The physics of quantum mechanics was thereby reduced to the mathematics of Hilbert spaces and linear operators acting on them. For example, the uncertainty principle, according to which the determination of the position of a particle prevents the determination of its momentum and vice versa, is translated into the noncommutativity of the two corresponding operators. This new mathematical formulation included as special cases the formulations of both Heisenberg and Schrödinger.^{[213]} When Heisenberg was informed von Neumann had clarified the difference between an unbounded operator that was a selfadjoint operator and one that was merely symmetric, Heisenberg replied "Eh? What is the difference?"^{[214]}
Von Neumann's abstract treatment permitted him also to confront the foundational issue of determinism versus nondeterminism, and in the book he presented a proof that the statistical results of quantum mechanics could not possibly be averages of an underlying set of determined "hidden variables", as in classical statistical mechanics. In 1935, Grete Hermann published a paper arguing that the proof contained a conceptual error and was therefore invalid.^{[215]} Hermann's work was largely ignored until after John S. Bell made essentially the same argument in 1966.^{[216]} In 2010, Jeffrey Bub argued that Bell had misconstrued von Neumann's proof, and pointed out that the proof, though not valid for all hidden variable theories, does rule out a welldefined and important subset. Bub also suggests that von Neumann was aware of this limitation and did not claim that his proof completely ruled out hidden variable theories.^{[217]} The validity of Bub's argument is, in turn, disputed. Gleason's theorem of 1957 provided an argument against hidden variables along the lines of von Neumann's, but founded on assumptions seen as better motivated and more physically meaningful.^{[218]}^{[219]}
Von Neumann's proof inaugurated a line of research that ultimately led, through Bell's theorem and the experiments of Alain Aspect in 1982, to the demonstration that quantum physics either requires a notion of reality substantially different from that of classical physics, or must include nonlocality in apparent violation of special relativity.^{[220]}
In a chapter of The Mathematical Foundations of Quantum Mechanics, von Neumann deeply analyzed the socalled measurement problem. He concluded that the entire physical universe could be made subject to the universal wave function. Since something "outside the calculation" was needed to collapse the wave function, von Neumann concluded that the collapse was caused by the consciousness of the experimenter. He argued that the mathematics of quantum mechanics allows the collapse of the wave function to be placed at any position in the causal chain from the measurement device to the "subjective consciousness" of the human observer. In other words, while the line between observer and observed could be drawn in different places, the theory only makes sense if an observer exists somewhere.^{[221]} Although the idea of consciousness causing collapse was accepted by Eugene Wigner,^{[222]} the Von Neumann–Wigner interpretation never gained acceptance among the majority of physicists.^{[223]}
Though theories of quantum mechanics continue to evolve, there is a basic framework for the mathematical formalism of problems in quantum mechanics underlying most approaches that can be traced back to the mathematical formalisms and techniques first used by von Neumann. In other words, discussions about interpretation of the theory, and extensions to it, are now mostly conducted on the basis of shared assumptions about the mathematical foundations.^{[212]}
Viewing von Neumann's work on quantum mechanics as a part of the fulfilment of Hilbert's sixth problem, noted mathematical physicist A. S. Wightman said in 1974 his axiomization of quantum theory was perhaps the most important axiomization of a physical theory to date. In the publication of his 1932 book, quantum mechanics became a mature theory in the sense it had a precise mathematical form, which allowed for clear answers to conceptual problems.^{[224]} Nevertheless, von Neumann in his later years felt he had failed in this aspect of his scientific work as despite all the mathematics he developed (operator theory, von Neumann algebras, continuous geometries, etc.), he did not find a satisfactory mathematical framework for quantum theory as a whole (including quantum field theory).^{[225]}^{[226]}
Main article: Von Neumann entropy 
Statistical mechanics 

Von Neumann entropy is extensively used in different forms (conditional entropy, relative entropy, etc.) in the framework of quantum information theory.^{[227]} Entanglement measures are based upon some quantity directly related to the von Neumann entropy. Given a statistical ensemble of quantum mechanical systems with the density matrix , it is given by Many of the same entropy measures in classical information theory can also be generalized to the quantum case, such as Holevo entropy^{[228]} and conditional quantum entropy.
Quantum information theory is largely concerned with the interpretation and uses of von Neumann entropy. The von Neumann entropy is the cornerstone in the development of quantum information theory, while the Shannon entropy applies to classical information theory. This is considered a historical anomaly, as Shannon entropy might have been expected to be discovered before von Neumann entropy, given the latter's more widespread application to quantum information theory. But von Neumann discovered von Neumann entropy first. Decades later, Shannon developed an informationtheoretic formula for use in classical information theory, and asked von Neumann what to call it. Von Neumann said to call it Shannon entropy, first because it was a special case of the quantity he had discovered before, and second because the concept of "entropy" is sufficiently obscure that using that term would give Shannon the advantage in any argument.^{[229]}
Main article: Density matrix 
The formalism of density operators and matrices was introduced by von Neumann^{[230]} in 1927 and independently, but less systematically by Lev Landau^{[231]} and Felix Bloch^{[232]} in 1927 and 1946 respectively. The density matrix is an alternative way to represent the state of a quantum system, which could otherwise be represented using the wavefunction. The density matrix allows the solution of certain timedependent problems in quantum mechanics.
The von Neumann measurement scheme, the ancestor of quantum decoherence theory, represents measurements projectively by taking into account the measuring apparatus which is also treated as a quantum object. The 'projective measurement' scheme introduced by von Neumann led to the development of quantum decoherence theories.^{[233]}^{[234]}
Main article: Quantum logic 
Von Neumann first proposed a quantum logic in his 1932 treatise Mathematical Foundations of Quantum Mechanics, where he noted that projections on a Hilbert space can be viewed as propositions about physical observables. The field of quantum logic was subsequently inaugurated, in a famous paper of 1936 by von Neumann and Garrett Birkhoff, the first work ever to introduce quantum logics,^{[235]} wherein von Neumann and Birkhoff first proved that quantum mechanics requires a propositional calculus substantially different from all classical logics and rigorously isolated a new algebraic structure for quantum logics. The concept of creating a propositional calculus for quantum logic was first outlined in a short section in von Neumann's 1932 work, but in 1936, the need for the new propositional calculus was demonstrated through several proofs. For example, photons cannot pass through two successive filters that are polarized perpendicularly (e.g., horizontally and vertically), and therefore, a fortiori, it cannot pass if a third filter polarized diagonally is added to the other two, either before or after them in the succession, but if the third filter is added between the other two, the photons will indeed pass through. This experimental fact is translatable into logic as the noncommutativity of conjunction . It was also demonstrated that the laws of distribution of classical logic, and , are not valid for quantum theory.^{[236]}
The reason for this is that a quantum disjunction, unlike the case for classical disjunction, can be true even when both of the disjuncts are false and this is in turn attributable to the fact that it is frequently the case in quantum mechanics that a pair of alternatives are semantically determinate, while each of its members is necessarily indeterminate. Consequently, the distributive law of classical logic must be replaced with a weaker condition.^{[236]} Instead of a distributive lattice, propositions about a quantum system form an orthomodular lattice isomorphic to the lattice of subspaces of the Hilbert space associated with that system.^{[237]}
Nevertheless, he was never satisfied with his work on quantum logic. He intended it to be a joint synthesis of formal logic and probability theory and when he attempted to write up a paper for the Henry Joseph Lecture he gave at the Washington Philosophical Society in 1945 he found that he could not, especially given that he was busy with war work at the time. He just could not make himself write something he did not fully understand to his satisfaction. During his address at the 1954 International Congress of Mathematicians he gave this issue as one of the unsolved problems that future mathematicians could work on.^{[238]}^{[239]} However, the problems mentioned were well established in the scientific community by then, prompting one audience member to say in a voice loud enough to be heard all over the hall, "Aufgewärmte Suppe", which is German for "warmedup soup".^{[240]}
Von Neumann made fundamental contributions in the field of fluid dynamics, including his discovery of the classic flow solution to blast waves,^{[241]} and the codiscovery (independently of Yakov Borisovich Zel'dovich and Werner Döring) of the ZND detonation model of explosives.^{[242]} During the 1930s, von Neumann became an authority on the mathematics of shaped charges.^{[243]}
Later with Robert D. Richtmyer, von Neumann developed an algorithm defining artificial viscosity that improved the understanding of shock waves. When computers solved hydrodynamic or aerodynamic problems, they tried to put too many computational grid points at regions of sharp discontinuity (shock waves). The mathematics of artificial viscosity smoothed the shock transition without sacrificing basic physics.^{[244]}
Von Neumann soon applied computer modelling to the field, developing software for his ballistics research. During World War II, he arrived one day at the office of R. H. Kent, the director of the US Army's Ballistic Research Laboratory, with a computer program he had created for calculating a onedimensional model of 100 molecules to simulate a shock wave. Von Neumann then gave a seminar on his computer program to an audience which included his friend Theodore von Kármán. After von Neumann had finished, von Kármán said "Well, Johnny, that's very interesting. Of course you realize Lagrange also used digital models to simulate continuum mechanics." It was evident from von Neumann's face, that he had been unaware of Lagrange's Mécanique analytique.^{[245]}
While not as prolific in physics as he was in mathematics, he nevertheless made several other notable contributions to it. His pioneering papers with Subrahmanyan Chandrasekhar on the statistics of a fluctuating gravitational field generated by randomly distributed stars were considered a tour de force.^{[246]} In this paper they developed a theory of twobody relaxation^{[247]} and used the Holtsmark distribution to model^{[248]} the dynamics of stellar systems.^{[249]} He wrote several other unpublished manuscripts on topics in stellar structure, some of which were included in Chandresekhar's other works.^{[250]}^{[251]} In some earlier work led by Oswald Veblen von Neumann helped develop basic ideas involving spinors that would lead to Roger Penrose's twistor theory.^{[252]}^{[253]} Much of this was done in seminars conducted at the IAS during the 1930s.^{[254]} From this work he wrote a paper with A. H. Taub and Veblen extending the Dirac equation to projective relativity, with a key focus on maintaining invariance with regards to coordinate, spin, and gauge transformations, as a part of early research into potential theories of quantum gravity in the 1930s.^{[255]} Additionally in the same time period he made several proposals to colleagues for dealing with the problems in the newly created quantum theory of fields and for quantizing spacetime; however, both his colleagues and he himself did not consider the ideas fruitful and he did not work on them further.^{[256]}^{[257]}^{[258]} Nevertheless, he maintained at least some interest in these ideas as he had in as late as 1940 written a manuscript on the Dirac equation in de Sitter space.^{[259]}
Von Neumann founded the field of game theory as a mathematical discipline.^{[260]} He proved his minimax theorem in 1928. It establishes that in zerosum games with perfect information (i.e., in which players know at each time all moves that have taken place so far), there exists a pair of strategies for both players that allows each to minimize his maximum losses. When examining every possible strategy, a player must consider all the possible responses of his adversary. The player then plays out the strategy that will result in the minimization of his maximum loss.^{[261]}
Such strategies, which minimize the maximum loss for each player, are called optimal. Von Neumann showed that their minimaxes are equal (in absolute value) and contrary (in sign). He improved and extended the minimax theorem to include games involving imperfect information and games with more than two players, publishing this result in his 1944 Theory of Games and Economic Behavior, written with Oskar Morgenstern. The public interest in this work was such that The New York Times ran a frontpage story.^{[262]} In this book, von Neumann declared that economic theory needed to use functional analysis, especially convex sets and the topological fixedpoint theorem, rather than the traditional differential calculus, because the maximumoperator did not preserve differentiable functions.^{[260]}
Independently, Leonid Kantorovich's functional analytic work on mathematical economics also focused attention on optimization theory, nondifferentiability, and vector lattices. Von Neumann's functionalanalytic techniques—the use of duality pairings of real vector spaces to represent prices and quantities, the use of supporting and separating hyperplanes and convex sets, and fixedpoint theory—have been the primary tools of mathematical economics ever since.^{[263]}
Von Neumann raised the intellectual and mathematical level of economics in several influential publications. For his model of an expanding economy, he proved the existence and uniqueness of an equilibrium using his generalization of the Brouwer fixedpoint theorem.^{[260]} Von Neumann's model of an expanding economy considered the matrix pencil A − λB with nonnegative matrices A and B; von Neumann sought probability vectors p and q and a positive number λ that would solve the complementarity equation along with two inequality systems expressing economic efficiency. In this model, the (transposed) probability vector p represents the prices of the goods while the probability vector q represents the "intensity" at which the production process would run. The unique solution λ represents the growth factor which is 1 plus the rate of growth of the economy; the rate of growth equals the interest rate.^{[264]}^{[265]}
Von Neumann's results have been viewed as a special case of linear programming, where his model uses only nonnegative matrices. The study of his model of an expanding economy continues to interest mathematical economists with interests in computational economics.^{[266]}^{[267]}^{[268]} This paper has been called the greatest paper in mathematical economics by several authors, who recognized its introduction of fixedpoint theorems, linear inequalities, complementary slackness, and saddlepoint duality.^{[269]} In the proceedings of a conference on von Neumann's growth model, Paul Samuelson said that many mathematicians had developed methods useful to economists, but that von Neumann was unique in having made significant contributions to economic theory itself.^{[270]} The lasting importance of the work on general equilibria and the methodology of fixed point theorems is underscored by the awarding of Nobel prizes in 1972 to Kenneth Arrow, in 1983 to Gérard Debreu, and in 1994 to John Nash who used fixed point theorems to establish equilibria for noncooperative games and for bargaining problems in his Ph.D. thesis. Arrow and Debreu also used linear programming, as did Nobel laureates Tjalling Koopmans, Leonid Kantorovich, Wassily Leontief, Paul Samuelson, Robert Dorfman, Robert Solow, and Leonid Hurwicz.^{[271]}
Von Neumann's famous 9page paper started life as a talk at Princeton and then became a paper in German that was eventually translated into English. His interest in economics that led to that paper began while he was lecturing at Berlin in 1928 and 1929. He spent his summers back home in Budapest, as did the economist Nicholas Kaldor, and they hit it off. Kaldor recommended that von Neumann read a book by the mathematical economist Léon Walras. Von Neumann found some faults in the book and corrected them–for example, replacing equations by inequalities. He noticed that Walras's General Equilibrium Theory and Walras's law, which led to systems of simultaneous linear equations, could produce the absurd result that profit could be maximized by producing and selling a negative quantity of a product. He replaced the equations by inequalities, introduced dynamic equilibria, among other things, and eventually produced the paper.^{[272]}
Building on his results on matrix games and on his model of an expanding economy, von Neumann invented the theory of duality in linear programming when George Dantzig described his work in a few minutes, and an impatient von Neumann asked him to get to the point. Dantzig then listened dumbfounded while von Neumann provided an hourlong lecture on convex sets, fixedpoint theory, and duality, conjecturing the equivalence between matrix games and linear programming.^{[273]}
Later, von Neumann suggested a new method of linear programming, using the homogeneous linear system of Paul Gordan (1873), which was later popularized by Karmarkar's algorithm. Von Neumann's method used a pivoting algorithm between simplices, with the pivoting decision determined by a nonnegative least squares subproblem with a convexity constraint (projecting the zerovector onto the convex hull of the active simplex). Von Neumann's algorithm was the first interior point method of linear programming.^{[274]}
Von Neumann was a founding figure in computing.^{[275]} Von Neumann was the inventor, in 1945, of the merge sort algorithm, in which the first and second halves of an array are each sorted recursively and then merged.^{[276]}^{[277]} Von Neumann wrote the 23pagelong sorting program for the EDVAC in ink. On the first page, traces of the phrase "TOP SECRET", which was written in pencil and later erased, can still be seen.^{[277]} He also worked on the philosophy of artificial intelligence with Alan Turing when the latter visited Princeton in the 1930s.^{[278]}
Von Neumann's hydrogen bomb work was played out in the realm of computing, where he and Stanisław Ulam developed simulations on von Neumann's digital computers for the hydrodynamic computations. During this time he contributed to the development of the Monte Carlo method, which allowed solutions to complicated problems to be approximated using random numbers.^{[279]}
Von Neumann's algorithm for simulating a fair coin with a biased coin is used in the "software whitening" stage of some hardware random number generators.^{[280]} Because using lists of "truly" random numbers was extremely slow, von Neumann developed a form of making pseudorandom numbers, using the middlesquare method. Though this method has been criticized as crude, von Neumann was aware of this: he justified it as being faster than any other method at his disposal, writing that "Anyone who considers arithmetical methods of producing random digits is, of course, in a state of sin."^{[280]} Von Neumann also noted that when this method went awry it did so obviously, unlike other methods which could be subtly incorrect.^{[280]}
While consulting for the Moore School of Electrical Engineering at the University of Pennsylvania on the EDVAC project, von Neumann wrote an incomplete First Draft of a Report on the EDVAC. The paper, whose premature distribution nullified the patent claims of EDVAC designers J. Presper Eckert and John Mauchly, described a computer architecture in which the data and the program are both stored in the computer's memory in the same address space. This architecture is the basis of most modern computer designs, unlike the earliest computers that were "programmed" using a separate memory device such as a paper tape or plugboard. Although the singlememory, stored program architecture is commonly called von Neumann architecture as a result of von Neumann's paper, the architecture was based on the work of Eckert and Mauchly, inventors of the ENIAC computer at the University of Pennsylvania.^{[281]}
Von Neumann consulted for the Army's Ballistic Research Laboratory, most notably on the ENIAC project,^{[282]} as a member of its Scientific Advisory Committee.^{[283]} The electronics of the new ENIAC ran at onesixth the speed, but this in no way degraded the ENIAC's performance, since it was still entirely I/O bound. Complicated programs could be developed and debugged in days rather than the weeks required for plugboarding the old ENIAC. Some of von Neumann's early computer programs have been preserved.^{[284]}
The next computer that von Neumann designed was the IAS machine at the Institute for Advanced Study in Princeton, New Jersey. He arranged its financing, and the components were designed and built at the RCA Research Laboratory nearby. Von Neumann recommended that the IBM 701, nicknamed the defense computer, include a magnetic drum. It was a faster version of the IAS machine and formed the basis for the commercially successful IBM 704.^{[285]}^{[286]}
Stochastic computing was first introduced in a pioneering paper by von Neumann in 1953.^{[287]} However, the theory could not be implemented until advances in computing of the 1960s.^{[288]}^{[289]} Around 1950 he was also among the first people to talk about the time complexity of computations, which eventually evolved into the field of computational complexity theory.^{[290]}
Herman Goldstine once described how he felt that even in comparison to all his technical achievements in computer science, it was the fact that he was held in such high esteem, had such a reputation, that the digital computer was accepted so quickly and worked on by others.^{[291]} As an example, he talked about Tom Watson, Jr.'s meetings with von Neumann at the Institute for Advanced Study, whom he had come to see after having heard of von Neumann's work and wanting to know what was happening for himself personally. IBM, which Watson Jr. later became CEO and president of, would play an enormous role in the forthcoming computer industry. The second example was that once von Neumann was elected Commissioner of the Atomic Energy Commission, he would exert great influence over the commission's laboratories to promote the use of computers and to spur competition between IBM and SperryRand, which would result in the Stretch and LARC computers that lead to further developments in the field. Goldstine also notes how von Neumann's expository style when speaking about technical subjects, particularly to nontechnical audiences, was very attractive.^{[292]} This view was held not just by him but by many other mathematicians and scientists of the time too.^{[293]}
See also: von Neumann cellular automaton, von Neumann universal constructor, von Neumann neighborhood, and von Neumann Probe 
Von Neumann's rigorous mathematical analysis of the structure of selfreplication (of the semiotic relationship between constructor, description and that which is constructed), preceded the discovery of the structure of DNA.^{[295]}
Von Neumann created the field of cellular automata without the aid of computers, constructing the first selfreplicating automata with pencil and graph paper.
The detailed proposal for a physical nonbiological selfreplicating system was first put forward in lectures von Neumann delivered in 1948 and 1949, when he first only proposed a kinematic selfreproducing automaton.^{[296]}^{[297]} While qualitatively sound, von Neumann was evidently dissatisfied with this model of a selfreplicator due to the difficulty of analyzing it with mathematical rigor. He went on to instead develop a more abstract model selfreplicator based on his original concept of cellular automata.^{[298]}
Subsequently, the concept of the Von Neumann universal constructor based on the von Neumann cellular automaton was fleshed out in his posthumously published lectures Theory of Self Reproducing Automata.^{[299]} Ulam and von Neumann created a method for calculating liquid motion in the 1950s. The driving concept of the method was to consider a liquid as a group of discrete units and calculate the motion of each based on its neighbors' behaviors.^{[300]} Like Ulam's lattice network, von Neumann's cellular automata are twodimensional, with his selfreplicator implemented algorithmically. The result was a universal copier and constructor working within a cellular automaton with a small neighborhood (only those cells that touch are neighbors; for von Neumann's cellular automata, only orthogonal cells), and with 29 states per cell. Von Neumann gave an existence proof that a particular pattern would make infinite copies of itself within the given cellular universe by designing a 200,000 cell configuration that could do so.
[T]here exists a critical size below which the process of synthesis is degenerative, but above which the phenomenon of synthesis, if properly arranged, can become explosive, in other words, where syntheses of automata can proceed in such a manner that each automaton will produce other automata which are more complex and of higher potentialities than itself.
—von Neumann, 1948^{[299]}
Von Neumann addressed the evolutionary growth of complexity amongst his selfreplicating machines.^{[301]} His "proofofprinciple" designs showed how it is logically possible, by using a general purpose programmable ("universal") constructor, to exhibit an indefinitely large class of selfreplicators, spanning a wide range of complexity, interconnected by a network of potential mutational pathways, including pathways from the most simple to the most complex. This is an important result, as prior to that it might have been conjectured that there is a fundamental logical barrier to the existence of such pathways; in which case, biological organisms, which do support such pathways, could not be "machines", as conventionally understood. Von Neumann considers the potential for conflict between his selfreproducing machines, stating that "our models lead to such conflict situations",^{[302]} indicating it as a field of further study.^{[299]}^{: 147 }
The cybernetics movement highlighted the question of what it takes for selfreproduction to occur autonomously, and in 1952, John von Neumann designed an elaborate 2D cellular automaton that would automatically make a copy of its initial configuration of cells. The von Neumann neighborhood, in which each cell in a twodimensional grid has the four orthogonally adjacent grid cells as neighbors, continues to be used for other cellular automata. Von Neumann proved that the most effective way of performing largescale mining operations such as mining an entire moon or asteroid belt would be by using selfreplicating spacecraft, taking advantage of their exponential growth.^{[303]}
Von Neumann investigated the question of whether modelling evolution on a digital computer could solve the complexity problem in programming.^{[302]}
Beginning in 1949, von Neumann's design for a selfreproducing computer program is considered the world's first computer virus, and he is considered to be the theoretical father of computer virology.^{[304]}
Computational physics 

Considered to be possibly "the most influential researcher in scientific computing of all time",^{[305]} von Neumann made several contributions to the field, both on the technical side and on the administrative side. He was one of the key developers of the stability analysis procedure that now bears his name,^{[306]} a scheme used to ensure that when linear partial differential equations are solved numerically, the errors at each time step of the calculation do not build up. This scheme is still the mostly commonly used technique for stability analysis today.^{[307]} His paper with Herman Goldstine in 1947 was the first to describe backward error analysis, although only implicitly.^{[308]} He was also among the first researchers to write about the Jacobi method.^{[309]} During his time at Los Alamos, he was the first to consider how to solve various problems of gas dynamics numerically, writing several classified reports on the topic. However, he was frustrated by the lack of progress with analytic methods towards solving these problems, many of which were nonlinear. As a result, he turned towards computational methods in order to break the deadlock.^{[310]} While von Neumann only occasionally worked there as a consultant, under his influence Los Alamos became the undisputed leader in computational science during the 1950s and early 1960s.^{[311]}
From his work at Los Alamos von Neumann realized that computation was not just a tool to brute force the solution to a problem numerically, but that computation could also provide insight for solving problems analytically too,^{[312]} through heuristic hints, and that there was an enormous variety of scientific and engineering problems towards which computers would be useful, most significant of which were nonlinear problems.^{[313]} In June 1945 at the First Canadian Mathematical Congress he gave his first talk on general ideas of how to solve problems, particularly of fluid dynamics, numerically, which would defeat the current stalemate there was when trying to solve them by classical analysis methods.^{[314]} Titled "Highspeed Computing Devices and Mathematical Analysis", he also described how wind tunnels, which at the time were being constructed at heavy cost, were actually analog computers, and how digital computers, which he was developing, would replace them and dawn a new era of fluid dynamics. He was given a very warm reception, with Garrett Birkhoff describing it as "an unforgettable sales pitch". Instead of publishing this talk in the proceedings of the congress, he expanded on it with Goldstine into the manuscript "On the Principles of Large Scale Computing Machines", which he would present to the US Navy and other audiences in the hopes of drumming up their support for scientific computing using digital computers. In his papers, many in conjunction with others, he developed the concepts of inverting matrices, random matrices and automated relaxation methods for solving elliptic boundary value problems.^{[315]}
See also: History of numerical weather prediction 
As part of his research into possible applications of computers, von Neumann became interested in weather prediction, noting the similarities between the problems in the field and previous problems he had worked on during the Manhattan Project, both of which involved nonlinear fluid dynamics.^{[316]} In 1946 von Neumann founded the "Meteorological Project" at the Institute for Advanced Study, securing funding for his project from the Weather Bureau along with the US Air Force and US Navy weather services.^{[317]} With CarlGustaf Rossby, considered the leading theoretical meteorologist at the time, he gathered a twenty strong group of meteorologists who began to work on various problems in the field. However, as other postwar work took up considerable portions of his time he was not able to devote enough of it to proper leadership of the project and little was done during this time period.
This changed when a young Jule Gregory Charney took up coleadership of the project from Rossby.^{[318]} By 1950 von Neumann and Charney wrote the world's first climate modelling software, and used it to perform the world's first numerical weather forecasts on the ENIAC computer that von Neumann had arranged to be used;^{[317]} von Neumann and his team published the results as Numerical Integration of the Barotropic Vorticity Equation.^{[319]} Together they played a leading role in efforts to integrate seaair exchanges of energy and moisture into the study of climate.^{[320]} Though primitive, news of the ENIAC forecasts quickly spread around the world and a number of parallel projects in other locations were initiated.^{[321]}
In 1955 von Neumann, Charney and their collaborators convinced their funders to open up the Joint Numerical Weather Prediction Unit (JNWPU) in Suitland, Maryland which began routine realtime weather forecasting.^{[322]} Next up, von Neumann proposed a research program for climate modeling: "The approach is to first try shortrange forecasts, then longrange forecasts of those properties of the circulation that can perpetuate themselves over arbitrarily long periods of time, and only finally to attempt forecast for mediumlong time periods which are too long to treat by simple hydrodynamic theory and too short to treat by the general principle of equilibrium theory."^{[323]} Positive results of Norman A. Phillips in 1955 prompted immediate reaction and von Neumann organized a conference at Princeton on "Application of Numerical Integration Techniques to the Problem of the General Circulation". Once again he strategically organized the program as a predictive one in order to ensure continued support from the Weather Bureau and the military, leading to the creation of the General Circulation Research Section (now known as the Geophysical Fluid Dynamics Laboratory) next to the JNWPU in Suitland, Maryland.^{[324]} He continued work both on technical issues of modelling and in ensuring continuing funding for these projects, which, like many others, were enormously helped by von Neumann's unwavering support to legitimize them.^{[325]}
His research into weather systems and meteorological prediction led him to propose manipulating the environment by spreading colorants on the polar ice caps to enhance absorption of solar radiation (by reducing the albedo),^{[326]}^{[327]} thereby inducing global warming.^{[326]}^{[327]} Von Neumann proposed a theory of global warming as a result of human activity. Noting that the Earth was only 6 °F (3.3 °C) colder during the last glacial period, he wrote in 1955: "Carbon dioxide released into the atmosphere by industry's burning of coal and oil  more than half of it during the last generation  may have changed the atmosphere's composition sufficiently to account for a general warming of the world by about one degree Fahrenheit."^{[328]}^{[329]} However, von Neumann urged a degree of caution in any program of intentional human weather manufacturing: "What could be done, of course, is no index to what should be done... In fact, to evaluate the ultimate consequences of either a general cooling or a general heating would be a complex matter. Changes would affect the level of the seas, and hence the habitability of the continental coastal shelves; the evaporation of the seas, and hence general precipitation and glaciation levels; and so on... But there is little doubt that one could carry out the necessary analyses needed to predict the results, intervene on any desired scale, and ultimately achieve rather fantastic results."^{[329]} He also warned that weather and climate control could have military uses, telling Congress in 1956 that they could pose an even bigger risk than ICBMs.^{[330]}
"The technology that is now developing and that will dominate the next decades is in conflict with traditional, and, in the main, momentarily still valid, geographical and political units and concepts. This is a maturing crisis of technology... The most hopeful answer is that the human species has been subjected to similar tests before and it seems to have a congenital ability to come through, after varying amounts of trouble."
—von Neumann, 1955^{[329]}
See also: Technological singularity 
The first use of the concept of a singularity in the technological context is attributed to von Neumann,^{[331]} who according to Ulam discussed the "ever accelerating progress of technology and changes in the mode of human life, which gives the appearance of approaching some essential singularity in the history of the race beyond which human affairs, as we know them, could not continue."^{[332]} This concept was fleshed out later in the book Future Shock by Alvin Toffler.
Beginning in the late 1930s, von Neumann developed an expertise in explosions—phenomena that are difficult to model mathematically. During this period, von Neumann was the leading authority of the mathematics of shaped charges. This led him to a large number of military consultancies, primarily for the Navy, which in turn led to his involvement in the Manhattan Project. The involvement included frequent trips by train to the project's secret research facilities at the Los Alamos Laboratory in a remote part of New Mexico.^{[44]}
Von Neumann made his principal contribution to the atomic bomb in the concept and design of the explosive lenses that were needed to compress the plutonium core of the Fat Man weapon that was later dropped on Nagasaki. In addition, he helped determine which Japanese cities the atomic bombs would be used on, and was also the singular person responsible for the complex calculations needed to determine at which height the bombs would be detonated over Hiroshima and Nagasaki to achieve the maximum kill rate. He determined that height to be 1,800 feet.^{[333]} While von Neumann did not originate the "implosion" concept, he was one of its most persistent proponents, encouraging its continued development against the instincts of many of his colleagues, who felt such a design to be unworkable. He also eventually came up with the idea of using more powerful shaped charges and less fissionable material to greatly increase the speed of "assembly".^{[334]}
When it turned out that there would not be enough uranium235 to make more than one bomb, the implosive lens project was greatly expanded and von Neumann's idea was implemented. Implosion was the only method that could be used with the plutonium239 that was available from the Hanford Site.^{[335]} He established the design of the explosive lenses required, but there remained concerns about "edge effects" and imperfections in the explosives.^{[336]} His calculations showed that implosion would work if it did not depart by more than 5% from spherical symmetry.^{[337]} After a series of failed attempts with models, this was achieved by George Kistiakowsky, and the construction of the Trinity bomb was completed in July 1945.^{[338]}
In a visit to Los Alamos in September 1944, von Neumann showed that the pressure increase from explosion shock wave reflection from solid objects was greater than previously believed if the angle of incidence of the shock wave was between 90° and some limiting angle. As a result, it was determined that the effectiveness of an atomic bomb would be enhanced with detonation some kilometers above the target, rather than at ground level.^{[339]}^{[340]}
Von Neumann, four other scientists, and various military personnel were included in the target selection committee that was responsible for choosing the Japanese cities of Hiroshima and Nagasaki as the first targets of the atomic bomb. Von Neumann oversaw computations related to the expected size of the bomb blasts, estimated death tolls, and the distance above the ground at which the bombs should be detonated for optimum shock wave propagation and thus maximum effect. The cultural capital Kyoto, which had been spared the bombing inflicted upon militarily significant cities, was von Neumann's first choice,^{[341]} a selection seconded by Manhattan Project leader General Leslie Groves. However, this target was dismissed by Secretary of War Henry L. Stimson.^{[342]}
On July 16, 1945, von Neumann and numerous other Manhattan Project personnel were eyewitnesses to the first test of an atomic bomb detonation, which was codenamed Trinity. The event was conducted as a test of the implosion method device, at the bombing range near Alamogordo Army Airfield, 35 miles (56 km) southeast of Socorro, New Mexico. Based on his observation alone, von Neumann estimated the test had resulted in a blast equivalent to 5 kilotons of TNT (21 TJ) but Enrico Fermi produced a more accurate estimate of 10 kilotons by dropping scraps of tornup paper as the shock wave passed his location and watching how far they scattered. The actual power of the explosion had been between 20 and 22 kilotons.^{[343]} It was in von Neumann's 1944 papers that the expression "kilotons" appeared for the first time.^{[344]} After the war, Robert Oppenheimer remarked that the physicists involved in the Manhattan project had "known sin". Von Neumann's response was that "sometimes someone confesses a sin in order to take credit for it."^{[345]}
Von Neumann continued unperturbed in his work and became, along with Edward Teller, one of those who sustained the hydrogen bomb project. He collaborated with Klaus Fuchs on further development of the bomb, and in 1946 the two filed a secret patent on "Improvement in Methods and Means for Utilizing Nuclear Energy", which outlined a scheme for using a fission bomb to compress fusion fuel to initiate nuclear fusion.^{[346]} The Fuchs–von Neumann patent used radiation implosion, but not in the same way as is used in what became the final hydrogen bomb design, the Teller–Ulam design. Their work was, however, incorporated into the "George" shot of Operation Greenhouse, which was instructive in testing out concepts that went into the final design.^{[347]} The Fuchs–von Neumann work was passed on to the Soviet Union by Fuchs as part of his nuclear espionage, but it was not used in the Soviets' own, independent development of the Teller–Ulam design. The historian Jeremy Bernstein has pointed out that ironically, "John von Neumann and Klaus Fuchs, produced a brilliant invention in 1946 that could have changed the whole course of the development of the hydrogen bomb, but was not fully understood until after the bomb had been successfully made."^{[347]}
For his wartime services, von Neumann was awarded the Navy Distinguished Civilian Service Award in July 1946, and the Medal for Merit in October 1946.^{[348]}
In 1950, von Neumann became a consultant to the Weapons Systems Evaluation Group (WSEG),^{[349]} whose function was to advise the Joint Chiefs of Staff and the United States Secretary of Defense on the development and use of new technologies.^{[350]} He also became an adviser to the Armed Forces Special Weapons Project (AFSWP), which was responsible for the military aspects on nuclear weapons.^{[349]} Over the following two years, he became a consultant across the US government.^{[351]} This included the Central Intelligence Agency (CIA), a member of the influential General Advisory Committee of the Atomic Energy Commission, a consultant to the newly established Lawrence Livermore National Laboratory, and a member of the Scientific Advisory Group of the United States Air Force^{[349]} During this time he became a "superstar" defense scientist at the Pentagon. His authority was considered infallible at the highest levels of the US government and military.^{[352]}
During several meetings of the advisory board of the US Air Force von Neumann and Edward Teller predicted that by 1960 the US would be able to build a hydrogen bomb, one not only powerful but light enough to fit on top of a rocket. In 1953 Bernard Schriever, who was present at the meeting with Teller and von Neumann, paid a personal visit to von Neumann at Princeton in order to confirm this possibility.^{[353]} Schriever would then enlist Trevor Gardner, who in turn would also personally visit von Neumann several weeks later in order to fully understand the future possibilities before beginning his campaign for such a weapon in Washington.^{[354]} Now either chairing or serving on several boards dealing with strategic missiles and nuclear weaponry, von Neumann was able to inject several crucial arguments regarding potential Soviet advancements in both these areas and in strategic defenses against American bombers into government reports in order to argue for the creation of ICBMs.^{[355]} Gardner on several occasions would bring von Neumann to meetings with the US Department of Defense to discuss with various senior officials his reports.^{[356]} Several design decisions in these reports such as inertial guidance mechanisms would form the basis for all ICBMs thereafter.^{[357]} By 1954, von Neumann was also regularly testifying to various Congressional military subcommittees to ensure continued support for the ICBM program, which would later expand to include senior officials from all over the US government.^{[358]}
However, this was not enough. In order to have the ICBM program run at full throttle they needed direct action by the President of the United States.^{[359]} They managed to convince President Eisenhower in a direct meeting in July 1955, which resulted in a presidential directive on September 13, 1955. It stated that "there would be the gravest repercussions on the national security and on the cohesion of the free world" if the Soviet Union developed the ICBM before America did and therefore designated the ICBM project "a research and development program of the highest priority above all others." The Secretary of Defense was ordered to commence the project with "maximum urgency".^{[360]} From the first time Schriever heard the presentation of von Neumann and Teller to the signing of the presidential directive the trio had moved heaven and earth in order to make the ICBM program a reality.^{[361]} Evidence would later show that the Soviets indeed were already testing their own intermediaterange ballistic missiles at the time of the presentation to President Eisenhower at the White House.^{[362]} Von Neumann would continue to meet the President, including at his home in Gettysburg, Pennsylvania, and other highlevel government officials as a key advisor on ICBMs until his death.^{[363]}
In 1955, von Neumann became a commissioner of the Atomic Energy Commission (AEC), which at the time was the highest official position available to scientists in the government.^{[364]} (While his appointment formally required that he sever all his other consulting contracts,^{[365]} an exemption was made for von Neumann to continue working with several critical military committees after the Air Force and several key senators raised concerns.^{[363]}) He accepted this position and used it to further the production of compact hydrogen bombs suitable for intercontinental ballistic missile (ICBM) delivery. He involved himself in correcting the severe shortage of tritium and lithium 6 needed for these compact weapons, and he argued against settling for the intermediaterange missiles that the Army wanted. He was adamant that Hbombs delivered into the heart of enemy territory by an ICBM would be the most effective weapon possible, and that the relative inaccuracy of the missile wouldn't be a problem with an Hbomb. He said the Russians would probably be building a similar weapon system, which turned out to be the case.^{[366]}^{[367]} Despite his disagreement with Oppenheimer over the need for a crash program to develop the hydrogen bomb, he testified on the latter's behalf at the 1954 Oppenheimer security hearing, at which he asserted that Oppenheimer was loyal, and praised him for his helpfulness once the program went ahead.^{[368]} While Lewis Strauss was away in the second half of 1955 von Neumann took over as acting chairman of the commission.^{[369]}
In his final years before his death from cancer, von Neumann headed the United States government's top secret ICBM committee, which would sometimes meet in his home. Its purpose was to decide on the feasibility of building an ICBM large enough to carry a thermonuclear weapon. Von Neumann had long argued that while the technical obstacles were sizable, they could be overcome in time. The SM65 Atlas passed its first fully functional test in 1959, two years after his death.^{[370]} The more advanced Titan rockets were deployed in 1962. Both had been proposed in the ICBM committees von Neumann chaired.^{[363]} The feasibility of the ICBMs owed as much to improved, smaller warheads that did not have guidance or heat resistance issues as it did to developments in rocketry, and his understanding of the former made his advice invaluable.^{[370]}^{[363]}
Von Neumann is credited with developing the equilibrium strategy of mutual assured destruction (MAD). He also "moved heaven and earth" to bring MAD about. His goal was to quickly develop ICBMs and the compact hydrogen bombs that they could deliver to the USSR, and he knew the Soviets were doing similar work because the CIA interviewed German rocket scientists who were allowed to return to Germany, and von Neumann had planted a dozen technical people in the CIA. The Soviets considered that bombers would soon be vulnerable, and they shared von Neumann's view that an Hbomb in an ICBM was the ne plus ultra of weapons; they believed that whoever had superiority in these weapons would take over the world, without necessarily using them.^{[371]} He was afraid of a "missile gap" and took several more steps to achieve his goal of keeping up with the Soviets:
Von Neumann's assessment that the Soviets had a lead in missile technology, considered pessimistic at the time, was soon proven correct in the Sputnik crisis.^{[373]}
Von Neumann entered government service primarily because he felt that, if freedom and civilization were to survive, it would have to be because the United States would triumph over totalitarianism from Nazism, Fascism and Soviet Communism.^{[66]} During a Senate committee hearing he described his political ideology as "violently anticommunist, and much more militaristic than the norm".^{[374]}^{[375]}
On February 15, 1956, von Neumann was presented with the Medal of Freedom by President Dwight D. Eisenhower.^{[376]}
GianCarlo Rota wrote in his famously controversial book, Indiscrete Thoughts, that von Neumann was a lonely man who had trouble relating to others except on a strictly formal level.^{[377]} Françoise Ulam described how she never saw von Neumann in anything but a formal suit and tie.^{[378]} His daughter wrote in her memoirs that she believed her father was motivated by two key convictions, one, that every person had the responsibility to make full use of their intellectual capacity, and two, that there is a critical importance of an environment of political freedom in order to pursue the first conviction. She added that he "enjoyed the good life, liked to live well, and counted a number of celebrities among his friends and colleagues". He was also very concerned with his legacy, in two aspects, the first being the durability of his intellectual contributions to the world,^{[379]} and secondly the life of his daughter. His brother, Nicholas noted that John tended to take a statistical view of the world, and that characterized many of his views.^{[380]} His encyclopedic knowledge of history did not help him in this point of view, nor did his work in game theory. He often liked to discuss the future in world events and politics and compare them with events in the past, predicting in 1936 that war would break out in Europe and that the French army was weak and would not matter in any conflict.^{[381]} On the other hand, Stan Ulam described his warmth this way, "Quite independently of his liking for abstract wit, he had a strong appreciation (one might say almost a hunger) for the more earthy type of comedy and humor". He delighted in gossip and dirty jokes. Conversations with friends on scientific topics could go on for hours without respite, never being a shortage of things to discuss, even when leaving von Neumann's specialty in mathematics.^{[382]} He would mix in casual jokes, anecdotes and observations of people into his conversations, which allowed him to release any tension or wariness if there were disagreements, especially on questions of politics.^{[383]} Von Neumann was not a quiet person either; he enjoyed going to and hosting parties several times a week.^{[384]} Churchill Eisenhart recalls in an interview that von Neumann could attend parties until the early hours of the morning, then the next day right at 8:30 could be there on time and deliver clear, lucid lectures.^{[385]}
He was also known for always being happy to provide others with scientific and mathematical advice,^{[4]} even when the recipient did not later credit him, which he did on many occasions with mathematicians and scientists of all ability levels.^{[386]}^{[387]} Wigner wrote that he perhaps supervised more work (in a casual sense) than any other modern mathematician. Collected works of colleagues at Princeton are full of references to hints or results from casual conversations with him.^{[388]}^{[389]} However, he did not particularly like it when he felt others were challenging him and his brilliance, being a very competitive person.^{[390]}^{[391]} A story went at the Aberdeen Proving Ground how a young scientist had preprepared a complicated expression with solutions for several cases. When von Neumann came to visit, he asked him to evaluate them, and for each case would give his already calculated answer just before Johnny did. By the time they came to the third case it was too much for Johnny and he was upset until the joker confessed.^{[392]} Nevertheless, he would put in an effort to appear modest and did not like boasting or appearing in a selfeffacing manner.^{[393]} Towards the end of his life on one occasion his wife Klari chided him for his great selfconfidence and pride in his intellectual achievements. He replied only to say that on the contrary he was full of admiration for the great wonders of nature compared to which all we do is puny and insignificant.^{[394]}
In addition to his speed in mathematics, he was also a quick speaker, with Banesh Hoffmann noting that it made it very difficult to take notes, even in shorthand.^{[395]} Many considered him an excellent chairman of committees, deferring rather easily on personal or organizational matters but pressing strongly on technical ones. Herbert York described the many "Von Neumann Committees" that he participated in as "remarkable in style as well as output". The way the committees' von Neumann chaired worked directly and intimately with the necessary military or corporate entities became a blueprint for all Air Force longrange missile programs.^{[396]} He also maintained his knowledge of languages he learnt in his youth, becoming somewhat of a linguist. He knew Hungarian, French, German and English fluently, and maintained at least a conversational level of Italian, Yiddish, Latin and Ancient Greek. His Spanish was less perfect, but once on a trip to Mexico he tried to create his own "neoCastilian" mix of English and Spanish.^{[397]} He had an encyclopedic knowledge of ancient history,^{[398]} and he enjoyed reading Ancient Greek historians such as Thucydides and Herodotus in the original Greek. Ulam suspected they may have shaped his views on how future events could play out and how human nature and society worked in general.^{[399]}
Even from a young age he was somewhat emotionally distant, and some women felt that he was lacking curiosity in subjective and personal feelings. Despite this the person he was confided to most was his mother.^{[400]} Ulam felt he did not devote enough time to ordinary family affairs and that in some conversations with him Johnny was shy about such topics. The fact he was constantly working on all kinds of intellectual, academic and advisory affairs probably meant he could not be a very attentive husband. This may show in the fact his personal life was not so smooth compared to his working one. Friendship wise he felt most at ease with those of similar background, third or fourth generation wealthy Jews like himself, and was quite conscious of his position in society.^{[401]} As a child he was poor in athletics and thus did not make friends this way (but he did join in on class pranks).^{[402]}
In general, he did not disagree with people. If someone was inclined to think or do things in a certain way he would not try to contradict or dissuade them. His manner was just to go along, even when asked for advice. Ulam said he had an innocent little trick that he used where he would suggest to someone that something he [von Neumann] wanted done had in fact originated from that person in order to get them to do it. Nevertheless, he held firm on scientific matters he believed in.^{[403]}^{[7]}
Many people who had known von Neumann were puzzled by his relationship to the military and to power structures in general.^{[404]} He seemed to admire generals and admirals and more generally those who wielded power in society. Ulam suspected that he had a hidden admiration for people or organizations that could influence the thoughts and decision making of others. During committee meetings he was not a particularly strong debater and as a whole preferred to avoid controversy and yield to those more forceful in their approaches.^{[405]}
His work habits were rather methodical. After waking up and having breakfast at the Nassau Club, he would visit the Institute for Advanced Study and begin work for the day. He would continue working for the entirety of the day, including after going home at five. Even if he was entertaining guests or hosting a party, he could still spend some time in his work room working away, still following the conversation in the other room where guests were. Although he went to bed at a reasonable time, he would awaken late in the night two or three in the morning by which time his brain had thought through problems he had in the previous day and begin working again and writing things down. He placed great importance on writing down ideas he had in detail,^{[406]}^{[407]} and if he had a new one he would sometimes drop what he was doing to write it down.^{[408]}
Herman Goldstine writes of many quirks of intuition von Neumann had. One such quirk was that one time von Neumann had asked to review an old paper he had not published because he believed there was an error there yet he could not find it. After Goldstine found it, he exclaimed, "Damn it, of course. There is some instinct that kept me from publishing that paper and it must have been a realization that I had a mistake somewhere in it, but I just never knew where it was." Another one was his ability to lecture off old material many years after he had originally given it. Goldstine's example was based on material von Neumann had written in German but was now lecturing on in English, with Goldstine noting that the lecture was almost word for word, symbol for symbol the same. A final example Goldstine writes about was that one time von Neumann had difficulty proving something related to the bounds of eigenvalues, and some time later Goldstine saw in a paper in the Math Reviews where someone had proved a related theorem and described the theorem to von Neumann, who was then able to come to the blackboard and write down a proof. Goldstine says that just knowing that a proof was possible allowed von Neumann to see how to write it down even when previously he had difficulty.^{[409]}^{[410]} Likewise when he had difficulties he would not labor on and struggle with them as soon as he found them; instead, he would go home and sleep on it and come back later with a solution.^{[411]} This style, 'taking the path of least resistance', sometimes meant that he could go off working on tangents simply because he saw how to do so. It also meant that while he could crush any small obstacles in his path while solving a problem, if the difficulty was great from the very beginning, he would simply switch to another problem. He would not labor on them or try to find weak spots from which he could break through.^{[408]}
At times he could be ignorant of the standard mathematical literature, finding it easier easier to rederive basic information he needed rather than chase references.^{[412]}
After World War II began, he increasingly became extremely busy with a multitude of both academic and military commitments. He already had a bad habit of not writing up talks or publishing results he found,^{[413]} which only worsened. Another factor was that he did not find it easy to discuss a topic formally in writing to others unless it was already mature in his mind. If it was, he could talk freely and without hesitation, but if it was not, he would, in his own words, "develop the worst traits of pedantism and inefficiency".^{[414]}
Goldstine compared his lectures to being on glass, smooth and lucid. You would sit down and listen to them and not even feel the need to write down notes because everything was so clear and obvious; however, once one would come home and try understand the subject, you would suddenly realize it was not so easy. By comparison, Goldstine thought his scientific articles were written in a much harsher manner, and with much less insight.^{[386]} Another person who attended his lectures, Albert Tucker, described his lecturing as "terribly quick" and said that people often had to ask von Neumann questions in order to slow him down so they could think through the ideas he was going through. Even if his presentation was clear they would still be thinking of the previous idea when von Neumann moved on to the next one. Von Neumann knew about this and was grateful for the assistance of his audience in telling him when he was going too quickly.^{[415]} Halmos described his lectures as "dazzling", with his speech clear, rapid, precise and all encompassing. He would cover all approaches to the subject he was speaking on and relate them to each other. Like Goldstine, he also described how everything seemed "so easy and natural" in lectures and a puzzled feeling once one tried to think over it at home.^{[412]}
Although he did spend time preparing for lectures, often it was just before he was about to present them, and he rarely used notes, instead jotting down points of what he would discuss and how long he would spend on it.^{[412]}
Von Neumann was asked to write an essay for the layman describing what mathematics is. He explained that mathematics straddles the world between the empirical and logical, arguing that geometry was originally empirical, but Euclid constructed a logical, deductive theory. However, he argued that there is always the danger of straying too far from the real world and becoming irrelevant sophistry.^{[416]}^{[417]}^{[418]}
Stan Ulam, who knew von Neumann well, described his mastery of mathematics this way: "Most mathematicians know one method. For example, Norbert Wiener had mastered Fourier transforms. Some mathematicians have mastered two methods and might really impress someone who knows only one of them. John von Neumann had mastered three methods." He went on to explain that the three methods were:
As an example of the last point Eugene Wigner described how once he did not understand a mathematical theorem and asked von Neumann for help. Von Neumann would ask Wigner whether he knew several other different but related theorems and then he would then explain the problematic theorem based on what Wigner already knew. Using such circular paths he could make even the most difficult concepts easy.^{[420]} On another occasion he wrote, "Nobody knows all science, not even von Neumann did. But as for mathematics, he contributed to every part of it except number theory and topology. That is, I think, something unique."^{[421]} Likewise Halmos noted that while von Neumann knew lots of mathematics, the most notable gaps were in algebraic topology and number theory, describing a story of how von Neumann once was walking by and saw something on the blackboard he didn't understand. Upon asking Halmos told him it was just the usual identification for a torus. While elementary even for modern graduate students this kind of work never crossed his path and thus he did not know it.^{[422]}
On another occasion he admitted to Herman Goldstine that he had no facility at all in topology and he was never comfortable with it, with Goldstine later bringing this up when comparing him to Hermann Weyl, whom he thought was deeper and broader than von Neumann.^{[411]} Similarly Albert Tucker said he never saw von Neumann work on anything he would call "topological" and described how once von Neumann was giving a proof of a topological theorem, which he thought, while ingenious, was the kind of proof an analyst would give rather than someone who worked on combinatorial topology.^{[415]}
In his biography of von Neumann, Salomon Bochner wrote that much of von Neumann's works in pure mathematics involved finite and infinite dimensional vector spaces in one way or another, which at the time, covered much of the total area of mathematics. However he pointed out this still did not cover an important part of the mathematical landscape, in particular, anything that involved geometry "in the global sense", topics such as topology, differential geometry and harmonic integrals, algebraic geometry and other such fields. Von Neumann rarely worked in these fields and, as Bochner saw it, had little affinity for them.^{[126]}
Likewise, Jean Dieudonné noted in his biographical article that while he had an encyclopedic background, his range in pure mathematics was not as wide as Poincaré, Hilbert or even Weyl. His specific genius was in analysis and combinatorics, with combinatorics being understood in a very wide sense that described his ability to organize and axiomize complex works a priori that previously seemed to have little connection with mathematics. His style in analysis was not of the traditional English or French schools but rather of the German one, where analysis is based extensively on foundations in linear algebra and general topology. As with Bochner, he noted von Neumann never did significant work in number theory, algebraic topology, algebraic geometry or differential geometry. However, for his limits in pure mathematics he made up for in applied mathematics, where his work certainly equalled that of legendary mathematicians such as Gauss, Cauchy or Poincaré. Dieudonné notes that during the 1930s when von Neumann's work in pure mathematics was at its peak, there was hardly an important area he didn't have at least passing acquaintance with.^{[113]}
Rota, in describing von Neumann's relationship with his friend Stanislaw Ulam, wrote that von Neumann had "deepseated and recurring selfdoubts".^{[377]} As an example on one occasion he said in the future he would be forgotten while Gödel would be remembered with Pythagoras.^{[423]} Ulam suggests that some of his selfdoubts with regard for his own creativity may have come from the fact he had not himself discovered several important ideas that others had even though he was more than capable of doing so, giving the incompleteness theorems and Birkhoff's pointwise ergodic theorem as examples. Von Neumann had a virtuosity in following complicated reasoning and had supreme insights, yet he perhaps felt he did have the gift for seemingly irrational proofs and theorems or intuitive insights that came from nowhere. Ulam describes how during one of his stays at Princeton while von Neumann was working on rings of operators, continuous geometries and quantum logic he felt that Von Neumann was not convinced of the importance of his work, and only when finding some ingenious technical trick or new approach that he took some pleasure from his work that satiated his concerns.^{[424]} However, according to Rota, von Neumann still had an "incomparably stronger technique" compared to his friend, despite describing Ulam as the more creative mathematician.^{[377]} Ulam, in his obituary of von Neumann, described how he was adept in dimensional estimates and did algebraical or numerical computations in his head without the need for pencil and paper, often impressing physicists who needed the help of physical utensils. His impression of the way von Neumann thought was that he did not visualise things physically; instead, he thought abstractly, treating properties of objects as some logical consequence of an underlying fundamental physical assumption.^{[425]} Albert Tucker described von Neumann's overall interest in things as problem oriented, not even that, but as he "would deal with the point that came up as a thing by itself."^{[415]}
Although he was commonly described as an analyst, he once classified himself an algebraist,^{[426]} and his style often displayed a mix of algebraic technique and settheoretical intuition.^{[427]} He loved obsessive detail and had no issues with excess repetition or overly explicit notation. An example of this was a paper of his on rings of operators, where he extended the normal functional notation, to . However, this process ended up being repeated several times, where the final result were equations such as . The 1936 paper became known to students as "von Neumann's onion"^{[428]} because the equations 'needed to be peeled before they could be digested'. Overall, although his writings were clear and powerful, they were not clean, or elegant.^{[429]} Although powerful technically, his primary concern seemed to be more with the clear and viable formation of fundamental issues and questions of science rather than just the solution of mathematical puzzles.^{[430]}
In one of von Neumann's last articles, he lamented that pure mathematicians could no longer attain deep knowledge of even a fraction of the field.^{[431]} In the early 1940s Ulam had concocted for him a doctoralstyle examination in various fields to find weaknesses in his knowledge; von Neumann was unable to answer satisfactorily a question each in differential geometry, number theory, and algebra. "This may also tend to show that doctoral exams have little permanent meaning" was their conclusion. However while Weyl turned down an offer to write a history of mathematics of the 20th century, arguing that no one person could do it, Ulam thought von Neumann could have aspired to do so.^{[432]}
Halmos recounts a story told by Nicholas Metropolis, concerning the speed of von Neumann's calculations, when somebody asked von Neumann to solve the famous fly puzzle:^{[433]}
Two bicyclists start 20 miles apart and head toward each other, each going at a steady rate of 10 mph. At the same time a fly that travels at a steady 15 mph starts from the front wheel of the southbound bicycle and flies to the front wheel of the northbound one, then turns around and flies to the front wheel of the southbound one again, and continues in this manner till he is crushed between the two front wheels. Question: what total distance did the fly cover? The slow way to find the answer is to calculate what distance the fly covers on the first, southbound, leg of the trip, then on the second, northbound, leg, then on the third, etc., etc., and, finally, to sum the infinite series so obtained.
The quick way is to observe that the bicycles meet exactly one hour after their start, so that the fly had just an hour for his travels; the answer must therefore be 15 miles.
When the question was put to von Neumann, he solved it in an instant, and thereby disappointed the questioner: "Oh, you must have heard the trick before!" "What trick?" asked von Neumann, "All I did was sum the geometric series."^{[434]}
Wigner told a similar story, only with a swallow instead of a fly, and says it was Max Born who posed the question to von Neumann in the 1920s.^{[435]}
Von Neumann was also noted for his eidetic memory, particularly of the symbolic kind. Herman Goldstine writes:
One of his remarkable abilities was his power of absolute recall. As far as I could tell, von Neumann was able on once reading a book or article to quote it back verbatim; moreover, he could do it years later without hesitation. He could also translate it at no diminution in speed from its original language into English. On one occasion I tested his ability by asking him to tell me how A Tale of Two Cities started. Whereupon, without any pause, he immediately began to recite the first chapter and continued until asked to stop after about ten or fifteen minutes.^{[436]}
Von Neumann was reportedly able to memorize the pages of telephone directories. He entertained friends by asking them to randomly call out page numbers; he then recited the names, addresses and numbers therein.^{[32]}^{[437]} In his autobiography Stanislaw Ulam writes that Johnny's memory was auditory rather than visual. He did not have to any extent an intuitive 'common sense' for guessing what may happen in a given physical situation.^{[438]}
Nobel Laureate Hans Bethe said "I have sometimes wondered whether a brain like von Neumann's does not indicate a species superior to that of man".^{[32]} Paul Halmos states that "von Neumann's speed was aweinspiring."^{[392]} Israel Halperin said: "Keeping up with him was ... impossible. The feeling was you were on a tricycle chasing a racing car."^{[439]} Edward Teller admitted that he "never could keep up with him".^{[440]} Teller also said "von Neumann would carry on a conversation with my 3yearold son, and the two of them would talk as equals, and I sometimes wondered if he used the same principle when he talked to the rest of us."^{[441]} Peter Lax wrote "Von Neumann was addicted to thinking, and in particular to thinking about mathematics".^{[413]} Eugene Wigner said, "He understood mathematical problems not only in their initial aspect, but in their full complexity."^{[442]} Claude Shannon called him "the smartest person I've ever met", a common opinion.^{[443]}
When George Dantzig brought von Neumann an unsolved problem in linear programming "as I would to an ordinary mortal", on which there had been no published literature, he was astonished when von Neumann said "Oh, that!", before offhandedly giving a lecture of over an hour, explaining how to solve the problem using the hitherto unconceived theory of duality.^{[444]}
Lothar Wolfgang Nordheim described von Neumann as the "fastest mind I ever met",^{[445]} and Jacob Bronowski wrote "He was the cleverest man I ever knew, without exception. He was a genius."^{[446]} George Pólya, whose lectures at ETH Zürich von Neumann attended as a student, said "Johnny was the only student I was ever afraid of. If in the course of a lecture I stated an unsolved problem, the chances were he'd come to me at the end of the lecture with the complete solution scribbled on a slip of paper."^{[447]} Enrico Fermi told physicist Herbert L. Anderson: "You know, Herb, Johnny can do calculations in his head ten times as fast as I can! And I can do them ten times as fast as you can, Herb, so you can see how impressive Johnny is!"^{[448]}
"It seems fair to say that if the influence of a scientist is interpreted broadly enough to include impact on fields beyond science proper, then John von Neumann was probably the most influential mathematician who ever lived," wrote Miklós Rédei in John von Neumann: Selected Letters.^{[449]} James Glimm wrote: "he is regarded as one of the giants of modern mathematics".^{[450]} The mathematician Jean Dieudonné said that von Neumann "may have been the last representative of a onceflourishing and numerous group, the great mathematicians who were equally at home in pure and applied mathematics and who throughout their careers maintained a steady production in both directions",^{[10]} while Peter Lax described him as possessing the "most scintillating intellect of this century".^{[451]} Lax commented that von Neumann would have won a Nobel Prize in Economics had he lived longer, and that "if there were Nobel Prizes in computer science and mathematics, he would have been honored by these, too."^{[452]} Rota writes that "he was the first to have a vision of the boundless possibilities of computing, and he had the resolve to gather the considerable intellectual and engineering resources that led to the construction of the first large computer" and consequently that "No other mathematician in this century has had as deep and lasting an influence on the course of civilization."^{[453]} He is widely regarded as one of the greatest and most influential mathematicians and scientists of the 20th century.^{[450]}^{[454]}^{[455]}^{[293]}^{[456]}^{[457]}^{[458]}
Accolades and anecdotes were not limited to those from the physical or mathematical sciences. Neurophysiologist Leon Harmon described him in a similar manner, calling him the only "true genius" he had ever met: "The others were supersmart .... And great prima donnas. But von Neumann's mind was allencompassing. He could solve problems in any domain. ... And his mind was always working, always restless."^{[459]} While consulting for nonacademic projects von Neumann's combination of outstanding scientific ability and practicality gave him a high credibility with military officers, engineers, industrialists and scientists that no other scientist could match. In nuclear missilery he was considered "the clearly dominant advisory figure" according to Herbert York.^{[460]} Economist Nicholas Kaldor said he was "unquestionably the nearest thing to a genius I have ever encountered."^{[269]} Likewise, Paul Samuelson wrote, "We economists are grateful for von Neumann's genius. It is not for us to calculate whether he was a Gauss, or a Poincaré, or a Hilbert. He was the incomparable Johnny von Neumann. He darted briefly into our domain and it has never been the same since."^{[461]}
Main articles: List of things named after John von Neumann and List of awards and honors received by John von Neumann 
Events and awards named in recognition of von Neumann include the annual John von Neumann Theory Prize of the Institute for Operations Research and the Management Sciences,^{[462]} IEEE John von Neumann Medal,^{[463]} and the John von Neumann Lecture of the Society for Industrial and Applied Mathematics.^{[464]} Both the crater von Neumann on the Moon^{[465]} and the asteroid 22824 von Neumann are named in his honor.^{[466]}^{[467]}
Von Neumann received awards including the Medal for Merit in 1947, the Medal of Freedom in 1956, and the Enrico Fermi Award also in 1956. He was elected a member of multiple honorary societies, including the American Academy of Arts and Sciences and the National Academy of Sciences, and he held eight honorary doctorates.^{[468]}^{[469]}^{[470]} On May 4, 2005, the United States Postal Service issued the American Scientists commemorative postage stamp series, a set of four 37cent selfadhesive stamps in several configurations designed by artist Victor Stabin. The scientists depicted were von Neumann, Barbara McClintock, Josiah Willard Gibbs, and Richard Feynman.^{[471]}
John von Neumann University (hu:Neumann János Egyetem) was established in Kecskemét, Hungary in 2016, as a successor to Kecskemét College.^{[472]}
Collections of von Neumann's published works can be found on zbMATH and Google Scholar. A list of his known works as of 1995 can be found in The Neumann Compendium.