Literature DB >> 17780846

Critical behavior in the satisfiability of random boolean expressions.

S Kirkpatrick, B Selman.   

Abstract

Determining the satisfiability of randomly generated Boolean expressions with k variables per clause is a popular test for the performance of search algorithms in artificial intelligence and computer science. It is known that for k = 2, formulas are almost always satisfiable when the ratio of clauses to variables is less than 1; for ratios larger than 1, the formulas are almost never satisfiable. Similar sharp threshold behavior is observed for higher values of k. Finite-size scaling, a method from statistical physics, can be used to characterize size-dependent effects near the threshold. A relationship can be drawn between thresholds and computational complexity.

Year:  1994        PMID: 17780846     DOI: 10.1126/science.264.5163.1297

Source DB:  PubMed          Journal:  Science        ISSN: 0036-8075            Impact factor:   47.728


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