CV-width: A New Complexity Parameter for CNFs

被引:5
作者
Oztok, Umut [1 ]
Darwiche, Adnan [1 ]
机构
[1] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USA
来源
21ST EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (ECAI 2014) | 2014年 / 263卷
关键词
ALGORITHMS;
D O I
10.3233/978-1-61499-419-0-675
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present new complexity results on the compilation of CNFs into DNNFs and OBDDs. In particular, we introduce a new notion of width, called CV-width, which is specific to CNFs and that dominates the treewidth of the CNF incidence graph. We then show that CNFs can be compiled into structured DNNFs in time and space that are exponential only in CV-width. Not only does CV-width dominate the incidence graph treewidth, but the former width can be bounded when the latter is unbounded. We also introduce a restricted version of CV-width, called linear CV-width, and show that it dominates both pathwidth and cutwidth, which have been used to bound the complexity of OBDDs. We show that CNFs can be compiled into OBDDs in time and space that are exponential only in linear CV-width. We also show that linear CV-width can be bounded when pathwidth and cutwidth are unbounded. The new notion of width significantly improves existing upper bounds on both structured DNNFs and OBDDs, and is motived by a new decomposition technique that combines variable splitting with clause splitting.
引用
收藏
页码:675 / 680
页数:6
相关论文
共 11 条
  • [1] BRYANT RE, 1986, IEEE T COMPUT, V35, P677, DOI 10.1109/TC.1986.1676819
  • [2] Decomposable negation normal form
    Darwiche, A
    [J]. JOURNAL OF THE ACM, 2001, 48 (04) : 608 - 647
  • [3] A knowledge compilation map
    Darwiche, A
    Marquis, P
    [J]. JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2002, 17 : 229 - 264
  • [4] Darwiche A., 2011, P 22 INT JOINT C ART, P819, DOI DOI 10.5591/978-1-57735-516-8/IJCAI11-143
  • [5] Huang J., 2004, SAT
  • [6] Conjunctive-query containment constraint satisfaction
    Kolaitis, PG
    Vardi, MY
    [J]. JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 2000, 61 (02) : 302 - 332
  • [7] Meinel Christoph, 1998, Algorithms and Data Structures in VLSI Design: OBDD-Foundations and Applications
  • [8] Pipatsrisawat K., 2008, AAAI
  • [9] Top-Down Algorithms for Constructing Structured DNNF: Theoretical and Practical Implications
    Pipatsrisawat, Knot
    Darwiche, Adnan
    [J]. ECAI 2010 - 19TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2010, 215 : 3 - 8
  • [10] Razgon Igor, 2013, Theory and Applications of Satisfiability Testing - SAT 2013. 16th International Conference. Proceedings. LNCS 7962, P335