Typical Random 3 - SAT Formulae and the Satis ability
نویسندگان
چکیده
3-SAT formulae are deened as nite sets of clauses, each clause being a disjunction of 3 literals over a set of boolean variables. Experiments on solving random 3-SAT formulae have provided strong evidence of a phase transition phenomenon. Explicitly, almost every random 3-SAT formula is satissable when its ratio: number of variables to number of clauses, denoted by c, is less than a value of about 4:25 and becomes unsatissable when this ratio exceeds 4:25. More formally, a critical value ! of the ratio c, the so-called satissability threshold, is thought to exist such that, for a suuciently large number n of variables and for any real ", the probability of satissability of a random 3-SAT formula, decreases from almost 1 to almost 0 as c increases from ! ? " to ! + ". Calculating the value of !, besides being a combinatorial challenge, has appeared as a way to understand better how the space of solutions of random formulae is structured. This is of practical importance for the design of eecient algorithms for solving SAT formulae. Up to now, estimates of ! from above and below have been produced from a `semantic' approach focusing on how a random 3-SAT formula can be satissed by binary assignments (possibly of a particular kind) to its variables. Thus, two lower bounds of ! were calculated : 1:63 and 3:003 2]. And starting from an easy upper bound, 5:19, three others were successively obtained : 4:76 3], 4:643 1] and 4:601 4]. However this semantic approach may be subject to diminishing returns in view of the complexity of the calculations for the latest bounds. In this paper, in order to estimate ! better, a new`syntactic' approach is proposed: This is suggested , e.g., simply by practical experience with a computer-based random generator and solver of formulae. The generator is completely ignorant of semantics, yet for large n, it produces (within a realistic timeframe) either only satissable formulae, for values of c a little below 4:25, or only unsatissable formulae, for values of c a little above 4:25. Only a certain class of formulae is likely to come out of the generator, thètypical' formulae. If we could describe (to a suucient degree) their syntactic structure, the convergence to 0 or to +1 of the expectation of the number of solutions, computed only for these typical formulae, should give a very good indication as …
منابع مشابه
Lower bounds for random 3-SAT via di'erential equations
It is widely believed that the probability of satis,ability for random k-SAT formulae exhibits a sharp threshold as a function of their clauses-to-variables ratio. For the most studied case, k = 3, there have been a number of results during the last decade providing upper and lower bounds for the threshold’s potential location. All lower bounds in this vein have been algorithmic, i.e., in each ...
متن کاملInitial Experiments in Stochastic Satis ability
This paper looks at the rich intersection between satis ability problems and probabilistic models, opening the door for the use of satis ability approaches in probabilistic domains. A generic stochastic satis ability problem is examined, which can function for probabilistic domains as Sat does for deterministic domains. The paper de nes a Davis-Putnam-Logemann-Loveland-style procedure for solvi...
متن کاملExploiting a Theory of Phase Transitions in Three-Satisfiability Problems
In the past few years there have been several empirical discoveries of phase transitions in constraint satisfaction problems (CSPs), and a growth of interest in the area among the arti cial intelligence community. This paper extends a simple analytical theory of phase transitions in three-satis ability (3-SAT) problems in two directions. First, a more accurate, problem-dependent calculation lea...
متن کاملLower bounds for random 3-SAT via differential equations
It is widely believed that the probability of satis"ability for random k-SAT formulae exhibits a sharp threshold as a function of their clauses-to-variables ratio. For the most studied case, k = 3, there have been a number of results during the last decade providing upper and lower bounds for the threshold’s potential location. All lower bounds in this vein have been algorithmic, i.e., in each ...
متن کاملSetting 2 variables at a time yields a new lower bound for random 3 - SAT
Let X be a set of n Boolean variables and denote by C(X) the set of all 3lauses overX, i.e. the set of all 8 n3 possible disjun tions of three distin t, nonomplementary literals from variables in X. Let F (n;m) be a random 3-SAT formula formed by sele ting, with repla ement, m lauses uniformly at random from C(X) and taking their onjun tion. The satis ability threshold onje ture asserts that th...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2007