TY - JOUR
T1 - An approximation algorithm for counting contingency tables
AU - Barvinok, Alexander
AU - Luria, Zur
AU - Samorodnitsky, Alex
AU - Yong, Alexander
PY - 2010/8
Y1 - 2010/8
N2 - We present a randomized approximation algorithm for counting contingency tables, m × n non-negative integer matrices with given row sums R = (r1,...,rm)and column sums C = (c1,...,cn). We define smooth margins (R,C) in terms of the typical table and prove that for such margins the algorithm has quasi-polynomial NO(ln N) complexity, where N = r1 + + rm = c1 + +cn. Various classes of margins are smooth, e.g., when m = O(n), n = O(m) and the ratios between the largest and the smallest row sums as we√l as between the largest and the smallest column sums are strictly smaller than the golden ratio (1 + √ 5)/2 ≈ 1.618. The algorithm builds on Monte Carlo integration and sampling algorithms for log-concave densities, the matrix scaling algorithm, the permanent approximation algorithm, and an integral representation for the number of contingency tables.
AB - We present a randomized approximation algorithm for counting contingency tables, m × n non-negative integer matrices with given row sums R = (r1,...,rm)and column sums C = (c1,...,cn). We define smooth margins (R,C) in terms of the typical table and prove that for such margins the algorithm has quasi-polynomial NO(ln N) complexity, where N = r1 + + rm = c1 + +cn. Various classes of margins are smooth, e.g., when m = O(n), n = O(m) and the ratios between the largest and the smallest row sums as we√l as between the largest and the smallest column sums are strictly smaller than the golden ratio (1 + √ 5)/2 ≈ 1.618. The algorithm builds on Monte Carlo integration and sampling algorithms for log-concave densities, the matrix scaling algorithm, the permanent approximation algorithm, and an integral representation for the number of contingency tables.
KW - Contingency tables
KW - Matrix scaling
KW - Permanent approximation
KW - Randomized algorithms
UR - http://www.scopus.com/inward/record.url?scp=77954474566&partnerID=8YFLogxK
U2 - 10.1002/rsa.20301
DO - 10.1002/rsa.20301
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AN - SCOPUS:77954474566
SN - 1042-9832
VL - 37
SP - 25
EP - 66
JO - Random Structures and Algorithms
JF - Random Structures and Algorithms
IS - 1
ER -