Operators of preference composition for CP-nets

被引:3
|
作者
Sun, Xuejiao [1 ]
Liu, Jinglei [1 ]
Wang, Kai [1 ]
机构
[1] Yantai Univ, Sch Comp & Control Engn, Yantai 264005, Peoples R China
关键词
Condition preference networks (CP-nets); Preference composition; Preference query; Satisfiability sequence; Relational database; QUERIES; SYSTEMS;
D O I
10.1016/j.eswa.2017.05.040
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Now the handling of user preference is becoming an increasingly important issue in database fields where they capture soft criteria for queries. A broader category of qualitative preferences with dependent relations among multiple attributes is widely existing, which is CP-nets. In this article, we focus on designing the operators of preference composition for CP-nets. Firstly, we extend Pareto composition to our model by including equivalence relation approximate to, incomparability relation parallel to and conflicting relation perpendicular to, which can preserve a strict partial order and conditional associativity. On this basis, two questions are solved: (a) the generation of satisfiability sequences for CP-nets, (b) the top-k queries of relational database with CP-nets preference. For (a), a CP-net is induced into multiple tables, consequently the strong dominance tests between outcomes can be solved by using preference composition instead of using induced preference graph of CP-nets. For (b), we adopt the concept of Query Lattice to provide a natural semantics for the block sequence answering a preference query, where two algorithms (called QOCP and IQOCP) are introduced. These questions are solved efficiently and effectively at the perspective of combination of graph model and relational database. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:32 / 41
页数:10
相关论文
共 50 条
  • [41] The Computational Complexity of Dominance and Consistency in CP-Nets
    Goldsmith, Judy
    Lang, Jerome
    Truszczynski, Miroslaw
    Wilson, Nic
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2008, 33 : 403 - 432
  • [42] Models for Conditional Preferences as Extensions of CP-Nets
    Cornelio, Cristina
    PROCEEDINGS OF THE TWENTY-FOURTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI), 2015, : 4355 - 4356
  • [43] Reasoning and Negotiating with Complex Preferences Using CP-Nets
    Aydogan, Reyhan
    Tasdemir, Nuri
    Yolum, Pinar
    AGENT-MEDIATED ELECTRONIC COMMERCE AND TRADING AGENT DESIGN AND ANALYSIS, 2010, 44 : 15 - 28
  • [44] Study on the Transformation From CP-nets to Game Theory
    Liu Zhaowei
    Liu Jinglei
    Sun Xuejiao
    COMPUTATIONAL MATERIALS SCIENCE, PTS 1-3, 2011, 268-270 : 1750 - 1754
  • [45] Constructing CP-Nets from Users Past Selection
    Khoshkangini, Reza
    Pini, Maria Silvia
    Rossi, Francesca
    AI 2019: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2019, 11919 : 130 - 142
  • [46] Reputation Bootstrapping for Composite Services Using CP-Nets
    Mistry, Sajib
    Bouguettaya, Athman
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2022, 15 (06) : 3513 - 3527
  • [47] Variable ordering and constraint propagation for constrained CP-nets
    Eisa Alanazi
    Malek Mouhoub
    Applied Intelligence, 2016, 44 : 437 - 448
  • [48] Independent Relaxed Subproblems for Dominance Testing in CP-Nets
    Jiang, Liu
    Allen, Thomas E.
    ALGORITHMIC DECISION THEORY, ADT 2024, 2025, 15248 : 225 - 240
  • [49] Uniform Random Generation and Dominance Testing for CP-Nets
    Allen, Thomas E.
    Goldsmith, Judy
    Justice, Hayden Elizabeth
    Mattei, Nicholas
    Raines, Kayla
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2017, 59 : 771 - 813
  • [50] Expressive efficiency of two kinds of specific CP-nets
    Liu, Jinglei
    Liao, Shizhong
    INFORMATION SCIENCES, 2015, 295 : 379 - 394