In mathematics, MacMahon's master theorem (MMT) is a result in
enumerative combinatorics
Enumerative combinatorics is an area of combinatorics that deals with the number of ways that certain patterns can be formed. Two examples of this type of problem are counting combinations and counting permutations. More generally, given an infin ...
and
linear algebra
Linear algebra is the branch of mathematics concerning linear equations such as:
:a_1x_1+\cdots +a_nx_n=b,
linear maps such as:
:(x_1, \ldots, x_n) \mapsto a_1x_1+\cdots +a_nx_n,
and their representations in vector spaces and through matric ...
. It was discovered by
Percy MacMahon
Percy Alexander MacMahon (26 September 1854 – 25 December 1929) was a mathematician, especially noted in connection with the partitions of numbers and enumerative combinatorics.
Early life
Percy MacMahon was born in Malta to a British mi ...
and proved in his monograph ''Combinatory analysis'' (1916). It is often used to derive binomial identities, most notably
Dixon's identity
In mathematics, Dixon's identity (or Dixon's theorem or Dixon's formula) is any of several different but closely related identities proved by A. C. Dixon, some involving finite sums of products of three binomial coefficient
In mathematics, ...
.
Background
In the monograph, MacMahon found so many applications of his result, he called it "a master theorem in the Theory of Permutations." He explained the title as follows: "a Master Theorem from the masterly and rapid fashion in which it deals with various questions otherwise troublesome to solve."
The result was re-derived (with attribution) a number of times, most notably by
I. J. Good who derived it from his multilinear generalization of the
Lagrange inversion theorem. MMT was also popularized by
Carlitz who found an
exponential power series
In mathematics, a power series (in one variable) is an infinite series of the form
\sum_^\infty a_n \left(x - c\right)^n = a_0 + a_1 (x - c) + a_2 (x - c)^2 + \dots
where ''an'' represents the coefficient of the ''n''th term and ''c'' is a con ...
version. In 1962, Good found a short proof of Dixon's identity from MMT. In 1969,
Cartier Cartier may refer to:
People
* Cartier (surname), a surname (including a list of people with the name)
* Cartier Martin (born 1984), American basketball player
Places
* Cartier Island, an island north-west of Australia that is part of Australi ...
and
Foata found a new proof of MMT by combining
algebra
Algebra () is one of the areas of mathematics, broad areas of mathematics. Roughly speaking, algebra is the study of mathematical symbols and the rules for manipulating these symbols in formulas; it is a unifying thread of almost all of mathem ...
ic and
bijective
In mathematics, a bijection, also known as a bijective function, one-to-one correspondence, or invertible function, is a function between the elements of two sets, where each element of one set is paired with exactly one element of the other ...
ideas (built on Foata's thesis) and further applications to
combinatorics on words, introducing the concept of
traces. Since then, MMT has become a standard tool in enumerative combinatorics.
Although various ''q''-Dixon identities have been known for decades, except for a Krattenthaler–Schlosser extension (1999), the proper
q-analog
In mathematics, a ''q''-analog of a theorem, identity or expression is a generalization involving a new parameter ''q'' that returns the original theorem, identity or expression in the limit as . Typically, mathematicians are interested in ''q'' ...
of MMT remained elusive. After Garoufalidis–Lê–Zeilberger's
quantum extension (2006), a number of
noncommutative extensions were developed by Foata–Han, Konvalinka–Pak, and Etingof–Pak. Further connections to
Koszul algebra and
quasideterminants were also found by Hai–Lorentz, Hai–Kriegk–Lorenz, Konvalinka–Pak, and others.
Finally, according to J. D. Louck, the
theoretical physicist
Theoretical physics is a branch of physics that employs mathematical models and abstractions of physical objects and systems to rationalize, explain and predict natural phenomena. This is in contrast to experimental physics, which uses experim ...
Julian Schwinger
Julian Seymour Schwinger (; February 12, 1918 – July 16, 1994) was a Nobel Prize winning American theoretical physicist. He is best known for his work on quantum electrodynamics (QED), in particular for developing a relativistically invariant ...
re-discovered the MMT in the context of his
generating function
In mathematics, a generating function is a way of encoding an infinite sequence of numbers () by treating them as the coefficients of a formal power series. This series is called the generating function of the sequence. Unlike an ordinary ser ...
approach to the
angular momentum
In physics, angular momentum (rarely, moment of momentum or rotational momentum) is the rotational analog of linear momentum. It is an important physical quantity because it is a conserved quantity—the total angular momentum of a closed sy ...
theory of
many-particle systems. Louck writes:
Precise statement
Let
be a complex matrix, and let
be formal variables. Consider a
coefficient
In mathematics, a coefficient is a multiplicative factor in some term of a polynomial, a series, or an expression; it is usually a number, but may be any expression (including variables such as , and ). When the coefficients are themselves ...
:
(Here the notation
means "the coefficient of monomial
in
".) Let
be another set of formal variables, and let
be a
diagonal matrix
In linear algebra, a diagonal matrix is a matrix in which the entries outside the main diagonal are all zero; the term usually refers to square matrices. Elements of the main diagonal can either be zero or nonzero. An example of a 2×2 diagonal ...
. Then
:
where the sum runs over all nonnegative integer vectors
,
and
denotes the
identity matrix
In linear algebra, the identity matrix of size n is the n\times n square matrix with ones on the main diagonal and zeros elsewhere.
Terminology and notation
The identity matrix is often denoted by I_n, or simply by I if the size is immaterial ...
of size
.
Derivation of
Dixon's identity
In mathematics, Dixon's identity (or Dixon's theorem or Dixon's formula) is any of several different but closely related identities proved by A. C. Dixon, some involving finite sums of products of three binomial coefficient
In mathematics, ...
Consider a matrix
:
Compute the coefficients ''G''(2''n'', 2''n'', 2''n'') directly from the definition:
:
where the last equality follows from the fact that on the right-hand side we have the product of the following coefficients:
:
which are computed from the
binomial theorem
In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, it is possible to expand the polynomial into a sum involving terms of the form , where the ...
. On the other hand, we can compute the
determinant
In mathematics, the determinant is a scalar value that is a function of the entries of a square matrix. It characterizes some properties of the matrix and the linear map represented by the matrix. In particular, the determinant is nonzero if ...
explicitly:
:
Therefore, by the MMT, we have a new formula for the same coefficients:
:
where the last equality follows from the fact that we need to use an equal number of times all three terms in the power. Now equating the two formulas for coefficients ''G''(2''n'', 2''n'', 2''n'') we obtain an equivalent version of Dixon's identity:
:
See also
*
Permanent
References
* P.A. MacMahon,
Combinatory analysis', vols 1 and 2, Cambridge University Press, 1915–16.
*
* {{cite journal , zbl=0108.25105 , authorlink=I. J. Good , first=I.J. , last=Good , title=Proofs of some 'binomial' identities by means of MacMahon's 'Master Theorem' , journal=
Proceedings of the Cambridge Philosophical Society
''Mathematical Proceedings of the Cambridge Philosophical Society'' is a mathematical journal published by Cambridge University Press for the Cambridge Philosophical Society. It aims to publish original research papers from a wide range of pure ...
, volume=58 , year=1962 , issue=1 , pages=161–162 , doi=10.1017/S030500410003632X , bibcode=1962PCPS...58..161G
*
P. Cartier and D. Foata
Problèmes combinatoires de commutation et réarrangements ''Lecture Notes in Mathematics'', no. 85, Springer, Berlin, 1969.
*
L. Carlitz, An Application of MacMahon's Master Theorem, ''
SIAM Journal on Applied Mathematics'' 26 (1974), 431–436.
*
I.P. Goulden and
D. M. Jackson, ''Combinatorial Enumeration'', John Wiley, New York, 1983.
*
C. Krattenthaler and M. Schlosser
A new multidimensional matrix inverse with applications to multiple ''q''-series ''
Discrete Mathematics
Discrete mathematics is the study of mathematical structures that can be considered "discrete" (in a way analogous to discrete variables, having a bijection with the set of natural numbers) rather than "continuous" (analogously to continu ...
'' 204 (1999), 249–279.
* S. Garoufalidis, T. T. Q. Lê and
D. ZeilbergerThe Quantum MacMahon Master Theorem ''
'' 103 (2006), no. 38, 13928–13931
eprint.
* M. Konvalinka and
I. Pak, Non-commutative extensions of the MacMahon Master Theorem, ''
Advances in Mathematics
''Advances in Mathematics'' is a peer-reviewed scientific journal covering research on pure mathematics. It was established in 1961 by Gian-Carlo Rota. The journal publishes 18 issues each year, in three volumes.
At the origin, the journal aimed ...
'' 216 (2007), no. 1.
eprint.
* D. Foata and G.-N. Han, A new proof of the Garoufalidis-Lê-Zeilberger Quantum MacMahon Master Theorem, ''
Journal of Algebra
''Journal of Algebra'' (ISSN 0021-8693) is an international mathematical research journal in algebra. An imprint of Academic Press, it is published by Elsevier. ''Journal of Algebra'' was founded by Graham Higman, who was its editor from 1964 to 1 ...
'' 307 (2007), no. 1, 424–431
eprint.
* D. Foata and G.-N. Han, Specializations and extensions of the quantum MacMahon Master Theorem, ''
Linear Algebra and its Applications
''Linear Algebra and its Applications'' is a biweekly peer-reviewed mathematics journal published by Elsevier
Elsevier () is a Dutch academic publishing company specializing in scientific, technical, and medical content. Its products include ...
'' 423 (2007), no. 2–3, 445–455
eprint.
* P.H. Hai and M. Lorenz, Koszul algebras and the quantum MacMahon master theorem, ''Bull. Lond. Math. Soc.'' 39 (2007), no. 4, 667–676.
eprint.
*
P. Etingof and I. Pak, An algebraic extension of the MacMahon master theorem, ''
Proceedings of the American Mathematical Society
''Proceedings of the American Mathematical Society'' is a monthly peer-reviewed scientific journal of mathematics published by the American Mathematical Society. As a requirement, all articles must be at most 15 printed pages.
According to the ...
'' 136 (2008), no. 7, 2279–2288
eprint.
* P.H. Hai, B. Kriegk and M. Lorenz, ''N''-homogeneous superalgebras, ''J. Noncommut. Geom.'' 2 (2008) 1–51
eprint.
* J.D. Louck, ''Unitary symmetry and combinatorics'', World Sci., Hackensack, NJ, 2008.
Enumerative combinatorics
Factorial and binomial topics
Articles containing proofs
Theorems in combinatorics
Theorems in linear algebra