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Experimental mathematics is an approach to
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
in which computation is used to investigate mathematical objects and identify properties and patterns. It has been defined as "that branch of mathematics that concerns itself ultimately with the codification and transmission of insights within the mathematical community through the use of experimental (in either the Galilean, Baconian, Aristotelian or Kantian sense) exploration of
conjecture In mathematics, a conjecture is a conclusion or a proposition that is proffered on a tentative basis without proof. Some conjectures, such as the Riemann hypothesis or Fermat's conjecture (now a theorem, proven in 1995 by Andrew Wiles), ha ...
s and more informal beliefs and a careful analysis of the data acquired in this pursuit." As expressed by
Paul Halmos Paul Richard Halmos (; 3 March 1916 – 2 October 2006) was a Kingdom of Hungary, Hungarian-born United States, American mathematician and probabilist who made fundamental advances in the areas of mathematical logic, probability theory, operat ...
: "Mathematics is not a deductive science—that's a cliché. When you try to prove a theorem, you don't just list the
hypotheses A hypothesis (: hypotheses) is a proposed explanation for a phenomenon. A scientific method, scientific hypothesis must be based on observations and make a testable and reproducible prediction about reality, in a process beginning with an educ ...
, and then start to reason. What you do is
trial and error Trial and error is a fundamental method of problem-solving characterized by repeated, varied attempts which are continued until success, or until the practicer stops trying. According to W.H. Thorpe, the term was devised by C. Lloyd Morgan ( ...
, experimentation, guesswork. You want to find out what the facts are, and what you do is in that respect similar to what a laboratory technician does."


History

Mathematicians have always practiced experimental mathematics. Existing records of early mathematics, such as
Babylonian mathematics Babylonian mathematics (also known as Assyro-Babylonian mathematics) is the mathematics developed or practiced by the people of Mesopotamia, as attested by sources mainly surviving from the Old Babylonian period (1830–1531 BC) to the Seleucid ...
, typically consist of lists of numerical examples illustrating algebraic identities. However, modern mathematics, beginning in the 17th century, developed a tradition of publishing results in a final, formal and abstract presentation. The numerical examples that may have led a mathematician to originally formulate a general theorem were not published, and were generally forgotten. Experimental mathematics as a separate area of study re-emerged in the twentieth century, when the invention of the electronic computer vastly increased the range of feasible calculations, with a speed and precision far greater than anything available to previous generations of mathematicians. A significant milestone and achievement of experimental mathematics was the discovery in 1995 of the Bailey–Borwein–Plouffe formula for the binary digits of π. This formula was discovered not by formal reasoning, but instead by numerical searches on a computer; only afterwards was a rigorous
proof Proof most often refers to: * Proof (truth), argument or sufficient evidence for the truth of a proposition * Alcohol proof, a measure of an alcoholic drink's strength Proof may also refer to: Mathematics and formal logic * Formal proof, a co ...
found.


Objectives and uses

The objectives of experimental mathematics are "to generate understanding and insight; to generate and confirm or confront conjectures; and generally to make mathematics more tangible, lively and fun for both the professional researcher and the novice". The uses of experimental mathematics have been defined as follows: #Gaining insight and intuition. #Discovering new patterns and relationships. #Using graphical displays to suggest underlying mathematical principles. #Testing and especially falsifying conjectures. #Exploring a possible result to see if it is worth formal proof. #Suggesting approaches for formal proof. #Replacing lengthy hand derivations with computer-based derivations. #Confirming analytically derived results.


Tools and techniques

Experimental mathematics makes use of
numerical methods Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of numerical methods t ...
to calculate approximate values for
integral In mathematics, an integral is the continuous analog of a Summation, sum, which is used to calculate area, areas, volume, volumes, and their generalizations. Integration, the process of computing an integral, is one of the two fundamental oper ...
s and
infinite series In mathematics, a series is, roughly speaking, an addition of infinitely many terms, one after the other. The study of series is a major part of calculus and its generalization, mathematical analysis. Series are used in most areas of mathemati ...
. Arbitrary precision arithmetic is often used to establish these values to a high degree of precision – typically 100 significant figures or more. Integer relation algorithms are then used to search for relations between these values and
mathematical constant A mathematical constant is a number whose value is fixed by an unambiguous definition, often referred to by a special symbol (e.g., an Letter (alphabet), alphabet letter), or by mathematicians' names to facilitate using it across multiple mathem ...
s. Working with high precision values reduces the possibility of mistaking a mathematical coincidence for a true relation. A formal proof of a conjectured relation will then be sought – it is often easier to find a formal proof once the form of a conjectured relation is known. If a
counterexample A counterexample is any exception to a generalization. In logic a counterexample disproves the generalization, and does so rigorously in the fields of mathematics and philosophy. For example, the fact that "student John Smith is not lazy" is a c ...
is being sought or a large-scale
proof by exhaustion Proof by exhaustion, also known as proof by cases, proof by case analysis, complete induction or the brute force method, is a method of mathematical proof in which the statement to be proved is split into a finite number of cases or sets of equi ...
is being attempted,
distributed computing Distributed computing is a field of computer science that studies distributed systems, defined as computer systems whose inter-communicating components are located on different networked computers. The components of a distributed system commu ...
techniques may be used to divide the calculations between multiple computers. Frequent use is made of general
mathematical software Mathematical software is software used to mathematical model, model, analyze or calculate numeric, symbolic or geometric data. Evolution of mathematical software Numerical analysis and symbolic computation had been in most important place of the ...
or domain-specific software written for attacks on problems that require high efficiency. Experimental mathematics software usually includes
error detection and correction In information theory and coding theory with applications in computer science and telecommunications, error detection and correction (EDAC) or error control are techniques that enable reliable delivery of digital data over unreliable communi ...
mechanisms, integrity checks and redundant calculations designed to minimise the possibility of results being invalidated by a hardware or software error.


Applications and examples

Applications and examples of experimental mathematics include: *Searching for a counterexample to a conjecture **Roger Frye used experimental mathematics techniques to find the smallest counterexample to
Euler's sum of powers conjecture In number theory, Euler's conjecture is a disproved conjecture related to Fermat's Last Theorem. It was proposed by Leonhard Euler in 1769. It states that for all integers and greater than 1, if the sum of many th powers of positive integers ...
. **The ZetaGrid project was set up to search for a counterexample to the
Riemann hypothesis In mathematics, the Riemann hypothesis is the conjecture that the Riemann zeta function has its zeros only at the negative even integers and complex numbers with real part . Many consider it to be the most important unsolved problem in pure ...
. **Tomás Oliveira e Silva searched for a counterexample to the
Collatz conjecture The Collatz conjecture is one of the most famous List of unsolved problems in mathematics, unsolved problems in mathematics. The conjecture asks whether repeating two simple arithmetic operations will eventually transform every positive integer ...
. *Finding new examples of numbers or objects with particular properties **The
Great Internet Mersenne Prime Search The Great Internet Mersenne Prime Search (GIMPS) is a collaborative project of volunteers who use freely available software to search for Mersenne prime numbers. GIMPS was founded in 1996 by George Woltman, who also wrote the Prime95 client and ...
is searching for new
Mersenne prime In mathematics, a Mersenne prime is a prime number that is one less than a power of two. That is, it is a prime number of the form for some integer . They are named after Marin Mersenne, a French Minim friar, who studied them in the early 1 ...
s. **The Great Periodic Path Hunt is searching for new periodic paths. ** distributed.net's OGR project searched for optimal Golomb rulers. **The PrimeGrid project is searching for the smallest Riesel and Sierpiński numbers. *Finding serendipitous numerical patterns ** Edward Lorenz found the Lorenz attractor, an early example of a chaotic
dynamical system In mathematics, a dynamical system is a system in which a Function (mathematics), function describes the time dependence of a Point (geometry), point in an ambient space, such as in a parametric curve. Examples include the mathematical models ...
, by investigating anomalous behaviours in a numerical weather model. **The Ulam spiral was discovered by accident. **The pattern in the Ulam numbers was discovered by accident. ** Mitchell Feigenbaum's discovery of the Feigenbaum constant was based initially on numerical observations, followed by a rigorous proof. *Use of computer programs to check a large but finite number of cases to complete a computer-assisted
proof by exhaustion Proof by exhaustion, also known as proof by cases, proof by case analysis, complete induction or the brute force method, is a method of mathematical proof in which the statement to be proved is split into a finite number of cases or sets of equi ...
** Thomas Hales's proof of the Kepler conjecture. **Various proofs of the four colour theorem. ** Clement Lam's proof of the non-existence of a finite projective plane of order 10. **Gary McGuire proved a minimum uniquely solvable Sudoku requires 17 clues. *Symbolic validation (via
computer algebra In mathematics and computer science, computer algebra, also called symbolic computation or algebraic computation, is a scientific area that refers to the study and development of algorithms and software for manipulating expression (mathematics), ...
) of conjectures to motivate the search for an analytical proof **Solutions to a special case of the quantum
three-body problem In physics, specifically classical mechanics, the three-body problem is to take the initial positions and velocities (or momenta) of three point masses orbiting each other in space and then calculate their subsequent trajectories using Newton' ...
known as the hydrogen molecule-ion were found standard quantum chemistry basis sets before realizing they all lead to the same unique analytical solution in terms of a ''generalization'' of the
Lambert W function In mathematics, the Lambert function, also called the omega function or product logarithm, is a multivalued function, namely the Branch point, branches of the converse relation of the function , where is any complex number and is the expone ...
. Related to this work is the isolation of a previously unknown link between gravity theory and quantum mechanics in lower dimensions (see
quantum gravity Quantum gravity (QG) is a field of theoretical physics that seeks to describe gravity according to the principles of quantum mechanics. It deals with environments in which neither gravitational nor quantum effects can be ignored, such as in the v ...
and references therein). **In the realm of relativistic many-bodied mechanics, namely the time-symmetric Wheeler–Feynman absorber theory: the equivalence between an advanced Liénard–Wiechert potential of particle ''j'' acting on particle ''i'' and the corresponding potential for particle ''i'' acting on particle ''j'' was demonstrated exhaustively to order 1/c^ before being proved mathematically. The Wheeler-Feynman theory has regained interest because of quantum nonlocality. **In the realm of linear optics, verification of the series expansion of the
envelope An envelope is a common packaging item, usually made of thin, flat material. It is designed to contain a flat object, such as a letter (message), letter or Greeting card, card. Traditional envelopes are made from sheets of paper cut to one o ...
of the electric field for ultrashort light pulses travelling in non isotropic media. Previous expansions had been incomplete: the outcome revealed an extra term vindicated by experiment. *Evaluation of
infinite series In mathematics, a series is, roughly speaking, an addition of infinitely many terms, one after the other. The study of series is a major part of calculus and its generalization, mathematical analysis. Series are used in most areas of mathemati ...
, infinite products and
integral In mathematics, an integral is the continuous analog of a Summation, sum, which is used to calculate area, areas, volume, volumes, and their generalizations. Integration, the process of computing an integral, is one of the two fundamental oper ...
s (also see
symbolic integration In calculus, symbolic integration is the problem of finding a formula for the antiderivative, or ''indefinite integral'', of a given function ''f''(''x''), i.e. to find a formula for a differentiable function ''F''(''x'') such that :\frac = f(x ...
), typically by carrying out a high precision numerical calculation, and then using an integer relation algorithm (such as the Inverse Symbolic Calculator) to find a linear combination of mathematical constants that matches this value. For example, the following identity was rediscovered by Enrico Au-Yeung, a student of Jonathan Borwein using computer search and PSLQ algorithm in 1993: :: \begin \sum_^\infty \frac\left(1+\frac+\frac+\cdots+\frac\right)^2 = \frac. \end *Visual investigations **In Indra's Pearls,
David Mumford David Bryant Mumford (born 11 June 1937) is an American mathematician known for his work in algebraic geometry and then for research into vision and pattern theory. He won the Fields Medal and was a MacArthur Fellow. In 2010 he was awarded th ...
and others investigated various properties of
Möbius transformation In geometry and complex analysis, a Möbius transformation of the complex plane is a rational function of the form f(z) = \frac of one complex number, complex variable ; here the coefficients , , , are complex numbers satisfying . Geometrically ...
and the Schottky group using computer generated images of the groups which: ''furnished convincing evidence for many conjectures and lures to further exploration''.


Plausible but false examples

Some plausible relations hold to a high degree of accuracy, but are still not true. One example is: : \int_^\cos(2x)\prod_^\cos\left(\frac\right)\mathrmx = \frac. The two sides of this expression actually differ after the 42nd decimal place.David H. Bailey and Jonathan M. Borwein
Future Prospects for Computer-Assisted Mathematics
, December 2005
Another example is that the maximum
height Height is measure of vertical distance, either vertical extent (how "tall" something or someone is) or vertical position (how "high" a point is). For an example of vertical extent, "This basketball player is 7 foot 1 inches in height." For an e ...
(maximum absolute value of coefficients) of all the factors of ''x''''n'' − 1 appears to be the same as the height of the ''n''th
cyclotomic polynomial In mathematics, the ''n''th cyclotomic polynomial, for any positive integer ''n'', is the unique irreducible polynomial with integer coefficients that is a divisor of x^n-1 and is not a divisor of x^k-1 for any Its roots are all ''n''th prim ...
. This was shown by computer to be true for ''n'' < 10000 and was expected to be true for all ''n''. However, a larger computer search showed that this equality fails to hold for ''n'' = 14235, when the height of the ''n''th cyclotomic polynomial is 2, but maximum height of the factors is 3.The height of Φ4745 is 3 and 14235 = 3 x 4745. See Sloane sequences and .


Practitioners

The following
mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, mathematical structure, structure, space, Mathematica ...
s and
computer scientist A computer scientist is a scientist who specializes in the academic study of computer science. Computer scientists typically work on the theoretical side of computation. Although computer scientists can also focus their work and research on ...
s have made significant contributions to the field of experimental mathematics: * Fabrice Bellard * David H. Bailey * Jonathan Borwein * David Epstein * Helaman Ferguson * Ronald Graham * Thomas Callister Hales *
Donald Knuth Donald Ervin Knuth ( ; born January 10, 1938) is an American computer scientist and mathematician. He is a professor emeritus at Stanford University. He is the 1974 recipient of the ACM Turing Award, informally considered the Nobel Prize of comp ...
* Clement Lam * Oren Patashnik * Simon Plouffe *
Eric Weisstein Eric Wolfgang Weisstein (born March 18, 1969) is an American scientist, mathematician, and encyclopedist who created and maintains the encyclopedias ''MathWorld'' and ''ScienceWorld''. In addition, he is the author of the '' CRC Concise Ency ...
*
Stephen Wolfram Stephen Wolfram ( ; born 29 August 1959) is a British-American computer scientist, physicist, and businessman. He is known for his work in computer algebra and theoretical physics. In 2012, he was named a fellow of the American Mathematical So ...
* Doron Zeilberger * A.J. Han Vinck


See also

* Borwein integral * Computer-aided proof * '' Proofs and Refutations'' * ''Experimental Mathematics'' (journal) * Institute for Experimental Mathematics


References


External links


Experimental Mathematics
(Journal)
Centre for Experimental and Constructive Mathematics (CECM)
at
Simon Fraser University Simon Fraser University (SFU) is a Public university, public research university in British Columbia, Canada. It maintains three campuses in Greater Vancouver, respectively located in Burnaby (main campus), Surrey, British Columbia, Surrey, and ...

Collaborative Group for Research in Mathematics Education
at
University of Southampton The University of Southampton (abbreviated as ''Soton'' in post-nominal letters) is a public university, public research university in Southampton, England. Southampton is a founding member of the Russell Group of research-intensive universit ...

Recognizing Numerical Constants
by David H. Bailey and Simon Plouffe
Psychology of Experimental Mathematics

Experimental Mathematics Website
(Links and resources)
The Great Periodic Path Hunt Website
(Links and resources)
An Algorithm for the Ages: PSLQ, A Better Way to Find Integer Relations
(Alternativ

)
Experimental Algorithmic Information Theory

Sample Problems of Experimental Mathematics
by David H. Bailey and Jonathan M. Borwein
Ten Problems in Experimental Mathematics
by David H. Bailey, Jonathan M. Borwein, Vishaal Kapoor, and Eric W. Weisstein
Institute for Experimental Mathematics
at
University of Duisburg-Essen The University of Duisburg-Essen () is a public research university in North Rhine-Westphalia, Germany. In the 2019 ''Times Higher Education World University Rankings'', the university was awarded 194th place in the world. It was originally ...
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