DocumentCode
2540881
Title
Proposition matrix search algorithm for satisfiability degree computation
Author
Luo, Jian ; Luo, Guiming
Author_Institution
Tsinghua Nat. Lab. for Inf. Sci. & Technol., Tsinghua Univ., Beijing, China
fYear
2010
fDate
7-9 July 2010
Firstpage
974
Lastpage
977
Abstract
Satisfiability degree is used as a new means of representing uncertainty. It is able to express the extent of a system satisfying some property. How to compute the satisfiability degree is a critically problem. Although this paper has proved the computation for the satisfiability degree has the exponential worst case complexity, the proposition matrix is proposed to construct the proposition matrix search algorithm. It always chooses the high frequency proposition to simplify the old formula to obtain two new formulae, and the satisfiability degree of the old formula is equal to the sum of satisfiability degrees of the two new formulae. If the new formulae can be judged as true or false, the algorithm directly computes their satisfiability degree; else their satisfiability degree is recursively computed as the old formula. The proposition matrix search algorithm uses a truth detector to detect the truth value of a proposition so that computation times can be reduced significantly. Experimental results show it is more effective than the basic enumeration algorithm and the backtracking search algorithm.
Keywords
computability; computational complexity; matrix algebra; search problems; proposition matrix search algorithm; satisfiability degree computation; truth detector; truth value; Complexity theory; Detectors; Manganese; Matrix converters; Prediction algorithms; Probabilistic logic; Software algorithms; proposition matrix; proposition matrix search algorithm; satisfiability degree;
fLanguage
English
Publisher
ieee
Conference_Titel
Cognitive Informatics (ICCI), 2010 9th IEEE International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4244-8041-8
Type
conf
DOI
10.1109/COGINF.2010.5599767
Filename
5599767
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