CRITICAL-BEHAVIOR IN THE SATISFIABILITY OF RANDOM BOOLEAN EXPRESSIONS

Citation
S. Kirkpatrick et B. Selman, CRITICAL-BEHAVIOR IN THE SATISFIABILITY OF RANDOM BOOLEAN EXPRESSIONS, Science, 264(5163), 1994, pp. 1297-1301
Citations number
25
Categorie Soggetti
Multidisciplinary Sciences
Journal title
ISSN journal
00368075
Volume
264
Issue
5163
Year of publication
1994
Pages
1297 - 1301
Database
ISI
SICI code
0036-8075(1994)264:5163<1297:CITSOR>2.0.ZU;2-E
Abstract
Determining the satisfiability of randomly generated Boolean expressio ns with k variables per clause is a popular test for the performance o f search algorithms ih artificial intelligence and computer science. I t 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 t han 1, the formulas are almost never satisfiable. Similar sharp thresh old behavior is observed for higher values of k. Finite-size scaling, a method from statistical physics, can be used to characterize size-de pendent effects near the threshold. A relationship can be drawn betwee n thresholds and computational complexity.