Graphically structured value-function compilation

被引:9
作者
Brafman, Ronen I. [2 ]
Domshlak, Carmel [1 ]
机构
[1] Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
[2] Ben Gurion Univ Negev, Dept Comp Sci, IL-84105 Beer Sheva, Israel
关键词
reasoning about preferences; qualitative decision theory; multi-attribute decision making;
D O I
10.1016/j.artint.2007.07.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Classical work on eliciting and representing preferences over multi-attribute alternatives has attempted to recognize conditions under which value functions take on particularly simple and compact form, making their elicitation much easier. In this paper we consider preferences over discrete domains, and show that for a certain class of simple and intuitive qualitative preference statements, one can always generate compact value functions consistent with these statements. These value functions maintain the independence structure implicit in the original statements. For discrete domains, these representation theorems are much more general than previous results. However, we also show that it is not always possible to maintain this compact structure if we add explicit ordering constraints among the available outcomes. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:325 / 349
页数:25
相关论文
共 33 条
[1]  
AGRAWAL R, 2000, P ACM SIGMOD INT C M, P297, DOI DOI 10.1145/342009.335423
[2]  
[Anonymous], 2001, P 17 C UNCERTAINTY A
[3]  
Baccelli F., 1995, Proceedings. Ninth Workshop on Parallel and Distributed Simulation. (PADS'95) (Cat. No.95TB8096), P3, DOI 10.1109/PADS.1995.404322
[4]  
Bacchus F, 1996, MOR KAUF R, P542
[5]  
Bertsekas D, 2003, Convex Analysis and Optimization, V1
[6]  
Blythe J, 2002, EIGHTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-02)/FOURTEENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-02), PROCEEDINGS, P526
[7]   CP-nets:: A tool for representing and reasoning with conditional ceteris paribus preference statements [J].
Boutilier, C ;
Brafman, RI ;
Domshlak, C ;
Hoos, HH ;
Poole, D .
JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2004, 21 :135-191
[8]  
Boutilier C, 2002, EIGHTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-02)/FOURTEENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-02), PROCEEDINGS, P239
[9]  
Boutilier C, 1999, UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, P71
[10]  
BRAFMAN R, 2004, P 20 ANN C UNC ART I, P51