Generalized possibilistic logic: Foundations and applications to qualitative reasoning about uncertainty

被引:21
|
作者
Dubois, Didier [1 ]
Prade, Henri [1 ]
Schockaert, Steven [2 ]
机构
[1] Univ Paul Sabatier, Toulouse Univ, IRIT, CNRS, 118 Route Narbonne, F-31062 Toulouse 09, France
[2] Cardiff Univ, Sch Comp Sci & Informat, 5 Parade, Cardiff CF24 3AA, S Glam, Wales
关键词
Possibilistic logic; Epistemic reasoning; Non-monotonic reasoning; CONDITIONAL OBJECTS; SEMANTICS; BELIEF; NEGATION; MODELS;
D O I
10.1016/j.artint.2017.08.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces generalized possibilistic logic (GPL), a logic for epistemic reasoning based on possibility theory. Formulas in GPL correspond to propositional combinations of assertions such as "it is certain to degree lambda that the propositional formula a is true". As its name suggests, the logic generalizes possibilistic logic (PL), which at the syntactic level only allows conjunctions of the aforementioned type of assertions. At the semantic level, PL can only encode sets of epistemic states encompassed by a single least informed one, whereas GPL can encode any set of epistemic states. This feature makes GPL particularly suitable for reasoning about what an agent knows about the beliefs of another agent, e.g., allowing the former to draw conclusions about what the other agent does not know. We introduce an axiomatization for GPL and show its soundness and completeness w.r.t possibilistic semantics. Subsequently, we highlight the usefulness of GPL as a powerful unifying framework for various knowledge representation formalisms. Among others, we show how comparative uncertainty and ignorance can be modelled in GPL. We also exhibit a close connection between GPL and various existing formalisms, including possibilistic logic with partially ordered formulas, a logic of conditional assertions in the style of Kraus, Lehmann and Magidor, answer set programming and a fragment of the logic of minimal belief and negation as failure. Finally, we analyse the computational complexity of reasoning in GPL, identifying decision problems at the first, second, third and fourth level of the polynomial hierarchy. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:139 / 174
页数:36
相关论文
共 50 条
  • [1] Reasoning about Uncertainty and Explicit Ignorance in Generalized Possibilistic Logic
    Dubois, Didier
    Prade, Henri
    Schockaert, Steven
    [J]. 21ST EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (ECAI 2014), 2014, 263 : 261 - +
  • [2] Extending description logics with uncertainty reasoning in possibilistic logic
    Qi, Guilin
    Pan, Jeff Z.
    Ji, Qiu
    [J]. SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, PROCEEDINGS, 2007, 4724 : 828 - +
  • [3] Extending Description Logics with Uncertainty Reasoning in Possibilistic Logic
    Qi, Guilin
    Ji, Qiu
    Pan, Jeff Z.
    Du, Jianfeng
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2011, 26 (04) : 353 - 381
  • [4] A Modal Logic for Reasoning about Possibilistic Belief Fusion
    Liau, Churn-Jung
    Fan, Tuan-Fang
    [J]. 19TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI-05), 2005, : 1756 - 1757
  • [5] Reasoning about actions under uncertainty: A possibilistic approach
    Carlos Nieves, Juan
    Osorio, Mauricio
    Cortes, Ulises
    Caballero, Francisco
    Lopez-Navidad, Antonio
    [J]. ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2007, 163 : 300 - +
  • [6] A LOGIC FOR REASONING ABOUT QUALITATIVE PROBABILITY
    Ilic-Stepic, Angelina
    [J]. PUBLICATIONS DE L INSTITUT MATHEMATIQUE-BEOGRAD, 2010, 87 (101): : 97 - 108
  • [7] Possibilistic Justification Logic: Reasoning About Justified Uncertain Beliefs
    Su, Che-Ping
    Fan, Tuan-Fang
    Liau, Churn-Jung
    [J]. ACM TRANSACTIONS ON COMPUTATIONAL LOGIC, 2017, 18 (02)
  • [8] Hybrid logic for possibilistic reasoning
    Liau, CJ
    [J]. JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5, 2001, : 1523 - 1528
  • [9] Generalized Possibilistic Logic
    Dubois, Didier
    Prade, Henri
    [J]. SCALABLE UNCERTAINTY MANAGEMENT, 2011, 6929 : 428 - 432
  • [10] Qualitative Reasoning about Space with Hybrid Logic
    Norgela, Stanislovas
    Andrikonis, Julius
    Stockus, Arunas
    [J]. Databases and Information Systems VII, 2013, 249 : 279 - 286