Temporal Constraint Satisfaction Problems and Difference Decision Diagrams: a Compilation Map

被引:1
作者
Fargier, Helene [1 ]
Maris, Frederic [1 ]
Roger, Vincent [1 ]
机构
[1] Univ Toulouse, IRIT, Toulouse, France
来源
2015 IEEE 27TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2015) | 2015年
关键词
Temporal Constraint Satisfaction Problems; Difference Decision Diagrams; Knowledge Compilation; Computational Complexity; KNOWLEDGE COMPILATION;
D O I
10.1109/ICTAI.2015.71
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The frameworks dedicated to the representation of quantitative temporal constraint satisfaction problems, as rich as they are in terms of expressiveness, define difficult requests - typically NP-complete decision problems. It is therefore adventurous to use them for an online resolution. Hence the idea to compile the original problem into a form that could be easily solved. Difference Decision Diagrams (DDDs) have been proposed by [1] as a possible way to cope with this difficulty, following a compilation-based approach. In this article, we draw a compilation map that evaluates the relative capabilities of these languages (TCSP, STP, DTP and DDD) in terms of algorithmic efficiency, succinctness and expressiveness.
引用
收藏
页码:429 / 436
页数:8
相关论文
共 12 条
[1]   Consistency restoration and explanations in dynamic CSPs-Application to configuration [J].
Amilhastre, J ;
Fargier, H ;
Marquis, P .
ARTIFICIAL INTELLIGENCE, 2002, 135 (1-2) :199-234
[2]  
Cadoli M, 1997, AI COMMUN, V10, P137
[3]   A knowledge compilation map [J].
Darwiche, A ;
Marquis, P .
JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2002, 17 :229-264
[4]   TEMPORAL CONSTRAINT NETWORKS [J].
DECHTER, R ;
MEIRI, I ;
PEARL, J .
ARTIFICIAL INTELLIGENCE, 1991, 49 (1-3) :61-95
[5]  
FARGIER H, 2014, AAAI 14, P1049
[6]  
Gogic G, 1995, INT JOINT CONF ARTIF, P862
[7]  
Hoey J, 1999, UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, P279
[8]  
MOLLER J, 1999, P ANN C EUR ASS COMP, P111
[9]  
Planken L. R., 2007, THESIS DELFT U TECHN
[10]   Backtracking algorithms for disjunctions of temporal constraints [J].
Stergiou, K ;
Koubarakis, M .
ARTIFICIAL INTELLIGENCE, 2000, 120 (01) :81-117