Phase transition in a random NK landscape model

被引:0
|
作者
Choi, Sung-Soon [1 ]
Jung, Kyomin
Kim, Jeong Han
机构
[1] Seoul Natl Univ, Sch Comp Sci & Engn, Seoul 151742, South Korea
[2] MIT, Dept Math, Cambridge, MA 02139 USA
[3] Microsoft Res, Redmond, WA 98052 USA
关键词
NK landscape; phase transition; random k-SAT problem; unit clause algorithm; branching process;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An analysis for the phase transition in a random NK landscape model is given. For the fixed ratio model, NK(n, k, z), Gao and Culberson [17] showed that a random instance generated by NK(n, 2, z) with z > z(0) = 27-7 root 5/4 is asymptotically insoluble. Based on empirical results, they conjectured that the phase transition occurs around the value z = z(0). We prove that an instance generated by NK(n, 2, z) with z < z(0) is soluble with positive probability by providing a variant of the unit clause algorithm. Using branching process arguments, we also reprove that an instance generated by NK(n, 2, z) with z > z(0) is asymptotically insoluble. The results show the phase transition around z = z(0) for NK(n, 2, z). In the course of the analysis, we introduce a generalized random 2-SAT formula, which is of self interest, and show its phase transition phenomenon.
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页码:1241 / 1248
页数:8
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