Abstract
Let s, t, m, n be positive integers such that sm = tn. Let M(m, s; n, t) be the number of m×n matrices over {0, 1, 2, …} with each row summing to s and each column summing to t. Equivalently, M(m, s; n, t) counts 2-way contingency tables of order m×n such that the row marginal sums are all s and the column marginal sums are all t. A third equivalent description is that M(m, s; n, t) is the number of semiregular labelled bipartite multigraphs with m vertices of degree s and n vertices of degree t. When m = n and s = t such matrices are also referred to as n×n magic or semimagic squares with line sums equal to t. We prove a precise asymptotic formula for M(m, s; n, t) which is valid over a range of (m, s; n, t) in which m, n→∞ while remaining approximately equal and the average entry is not too small. This range includes the case where m/n, n/m, s/n and t/m are bounded from below.
Similar content being viewed by others
References
M. Beck and S. Robins: Computing the Continuous Discretely: Integer-Point Enumeration in Polyhedra, Springer, 2007.
M. Beck and D. Pixton: The Ehrhart polynomial of the Birkhoff polytope, Discrete Comput. Geom. 30 (2003), 623–637.
A. Békéssy, P. Békéssy and J. Komlós: Asymptotic enumeration of regular matrices, Studia Sci. Math. Hungar. 7 (1972), 343–353.
E. A. Bender: The asymptotic number of nonnegative integer matrices with given row and column sums, Discrete Math. 10 (1974), 345–353.
A. Barvinok and J. A. Hartigan: An asymptotic formula for the number ofnon-negative integer matrices with prescribed row and column sums, arXiv:0910.2477v2.
A. Barvinok, A. Samorodnitsky and A. Yong: Counting magic squares in quasipolynomial time, arXiv:math/0703227v1.
R. Brualdi: Combinatorial Matrix Classes, Cambridge University Press, 2006.
E. R. Canfield, C. Greenhill and B. D. McKay: Asymptotic enumeration of dense 0–1 matrices with specified line sums, J. Combin. Theory Ser. A 115 (2008), 32–66.
E. R. Canfield and B. D. McKay: Asymptotic enumeration of dense 0–1 matrices with equal row sums and equal column sums, Electron. J. Combin. 12 (2005), R29.
E. R. Canfield and B. D. McKay: The asymptotic volume of the Birkhoff polytope, Online J. Anal. Comb. 4 (2009), Article No. 2.
E. R. Canfield and B. D. McKay: Asymptotic enumeration of highly oblong integer matrices with given row and column sums, in preparation.
Y. Chen, P. Diaconis, S. P. Holmes and J. S. Liu: Sequential Monte Carlo methods for statistical analysis of tables, J. Amer. Statist. Assoc. 100 (2005), 109–120.
S. X. Chen and J. S. Liu: Statistical Applications of the Poisson-Binomial and conditional Bernoulli distributions, Statist. Sinica 7 (1997), 875–892.
P. Diaconis and B. Efron: Testing for independence in a two-way table: new interpretations of the chi-square statistic (with discussion), Ann. Statist. 13 (1985), 845–913.
P. Diaconis and A. Gangolli: Rectangular arrays with fixed margins, in: IMA Volumes on Mathematics and its Applications, volume 72, pages 15–41. (Proceedings of the conference on Discrete Probability and Algorithms, Minneapolis, MN, 1993.)
M. Dyer, R. Kannan and J. Mount: Sampling contingency tables, Random Structures Algorithms, 10 (1997), 487–506.
C. J. Everett, Jr. and P. R. Stein: The asymptotic number of integer stochastic matrices, Discrete Math. 1 (1971), 33–72.
M. Gail and N. Mantel: Counting the number of r × c contingency tables with fixed margins, J. Amer. Statist. Assoc. 72 (1977), 859–862.
I. J. Good: Probability and the Weighing of Evidence, Charles Griffin, London, 1950.
I. J. Good: On the application of symmetric Dirichlet distributions and their mixtures to contingency tables, Ann. Statist. 4 (1976), 1159–1189.
I. J. Good and J. F. Crook: The enumeration of arrays and a generalization related to contingency tables, Discrete Math. 19 (1977), 23–45.
C. S. Greenhill and B. D. McKay: Asymptotic enumeration of sparse nonnegative integer matrices with specified row and column sums, Adv. Appl. Math. 41 (2008), 459–481.
F. Greselin: Counting and enumerating frequency tables with given margins, Statistica & Applicazioni (Univ. Milano, Bicocca) 1 (2003), 87–104. Preprint available at http://hdl.handle.net/10281/4643.
W. Hoeffding: Probability inequalities for sums of bounded random variables, J. Amer. Statist. Assoc. 58 (1963), 13–30.
R. B. Holmes and L. K. Jones: On uniform generation of two-way tables with fixed margins and the conditional volume Test of Diaconis and Efron, Ann. Statist. 24 (1996), 64–68.
P. A. Macmahon: Combinatorial analysis. The foundation of a new theory, Philos. Trans. Roy. Soc. London Ser. A 194 (1900), 361–386. (Paper 57 of Volume I of the Collected Papers.)
P. A. Macmahon: Combinations derived from m identical sets of n different letters, Proc. London Math. Soc. (2) 17 (1918), 25–41. (Paper 89 of Volume I of the Collected Papers.)
B. D. McKay: Applications of a technique for labelled enumeration, Congressus Numerantium 40 (1983), 207–221.
B. D. McKay: Asymptotics for 0–1 matrices with prescribed line sums, in: Enumeration and Design, pages 225–238, Academic Press, 1984.
B. D. McKay and J. C. McLeod: Asymptotic enumeration of symmetric integer matrices with uniform row sums, submitted.
B. D. McKay and X. Wang: Asymptotic enumeration of 0–1 matrices with equal row sums and equal column sums, Linear Algebra Appl. 373 (2003), 273–288.
B. D. McKay and N. C. Wormald: Asymptotic enumeration by degree sequence of graphs of high degree, European J. Combin. 11 (1990), 565–580.
B. Morris: Improved bounds for sampling contingency tables, Random Structures and Algorithms 21 (2002), 135–146.
E. Ordentlich and R. M. Roth: Two-dimensional weight-constrained codes through enumeration bounds, IEEE Trans. Inform. Theory 46 (2000), 1292–1301.
R. C. Read: Some enumeration problems in graph theory (Doctoral Thesis), University of London, (1958).
R. P. Stanley: Enumerative Combinatorics, Vol. 1, corrected reprint of the 1986 original, Cambridge Studies in Advanced Mathematics, vol. 49, Cambridge University Press, Cambridge, 1997.
R. P. Stanley: Combinatorics and Commutative Algebra, volume 41 of the Progress in Mathematics series, Birkhäuser, 1983.
R. P. Stanley: Decompositions of rational convex polyhedra, Ann. Discrete Math. 6 (1980), 333–342.
R. P. Stanley: Magic labelings of graphs, symmetric magic squares, systems of parameters, and Cohen-Macaulay rings; Duke Math. J. 43 (1976), 511–531.
Author information
Authors and Affiliations
Corresponding author
Additional information
Research supported by the NSA Mathematical Sciences Program.
Research supported by the Australian Research Council.
Rights and permissions
About this article
Cite this article
Rodney Canfield, E., McKay, B.D. Asymptotic enumeration of integer matrices with large equal row and column sums. Combinatorica 30, 655–680 (2010). https://doi.org/10.1007/s00493-010-2426-1
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00493-010-2426-1