A descent method for submodular function minimization

被引:4
|
作者
Fujishige, S [1 ]
Iwata, S
机构
[1] Osaka Univ, Grad Sch Engn Sci, Div Syst Sci, Osaka 5608531, Japan
[2] Univ Tokyo, Grad Sch Informat Sci & Technol, Dept Math Informat, Tokyo 1130033, Japan
关键词
submodular function; base polyhedron; descent method;
D O I
10.1007/s101070100273
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We show a descent method for submodular function minimization based on an oracle for membership in base polyhedra. We assume that for any submodular function f : D --> R on a distributive lattice D subset of or equal to 2(V) with theta, V is an element of D and f(theta) = 0 and for any vector x is an element of R-V where V is a finite nonempty set. the membership oracle answers whether x belongs to the base polyhedron associated with f and that if the answer is NO, it also gives us a set Z is an element of D such that x(Z) > f(Z), Given a submodular function f, by invoking the membership oracle O(\V\(2)) times, the descent method finds a sequence of subsets Z(1), Z(2).....Z(k) of V such that f(Z(1)) > f(Z(2)) > (...) > f(Z(k)) = min{f(Y) \ Y is an element of D}, where k is O(\V\(2)). The method furnishes an alternative framework for submodular function minimization if combined with possible efficient membership algorithms.
引用
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页码:387 / 390
页数:4
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