APPROXIMATELY COUNTING INDEPENDENT SETS OF A GIVEN SIZE IN BOUNDED-DEGREE GRAPHS

被引:2
作者
Davies, Ewan [1 ]
Perkins, Will [2 ]
机构
[1] Colorado State Univ, Dept Comp Sci, Ft Collins, CO 80523 USA
[2] Georgia Inst Technol, Sch Comp Sci, Atlanta, GA 30332 USA
关键词
approximate counting; sampling; independent sets; FPRAS; hard-core model; computational threshold; COMPLEXITY; ALGORITHMS; NUMBER; CONJECTURE; MODELS;
D O I
10.1137/21M1466220
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We determine the computational complexity of approximately counting and sampling independent sets of a given size in bounded-degree graphs. That is, we identify a critical density alpha(c)(Delta) and provide (i) for alpha < alpha(c)(Delta) randomized polynomial-time algorithms for approximately sampling and counting independent sets of given size at most alpha n in n-vertex graphs of maximum degree Delta and (ii) a proof that unless NP=RP, no such algorithms exist for alpha > alpha(c)(Delta). The critical density is the occupancy fraction of the hard-core model on the complete graph K Delta+1 at the uniqueness threshold on the infinite Delta-regular tree, giving alpha(c) (Delta) similar to e/1+e 1/Delta as Delta -> infinity. Our methods apply more generally to antiferromagnetic 2-spin systems and motivate new questions in extremal combinatorics.
引用
收藏
页码:618 / 640
页数:23
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