Modeling and Reasoning with Paraconsistent Rough Sets

被引:30
作者
Vitoria, Aida [1 ]
Maluszynski, Jan [2 ]
Szalas, Andrzej [3 ]
机构
[1] Linkoping Univ, Dept Sci & Technol, S-60174 Norrkoping, Sweden
[2] Coll Econ & Comp Sci, PL-10061 Olsztyn, Poland
[3] Warsaw Univ, Inst Informat, PL-02097 Warsaw, Poland
基金
瑞典研究理事会;
关键词
approximate reasoning; rough sets; paraconsistent reasoning; four-valued logics; APPROXIMATIONS;
D O I
10.3233/FI-2009-209
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present a language for defining paraconsistent rough sets and reasoning about them. Our framework relates and brings together two major fields: rough sets [23] and paraconsistent logic programming [9]. To model inconsistent and incomplete information we use a four-valued logic. The language discussed in this paper is based on ideas of our previous work [21, 32, 22] developing a four-valued framework for rough sets. In this approach membership function, set containment and set operations are four-valued, where logical values are t (true), f (false), i (inconsistent) and u (unknown). We investigate properties of paraconsistent rough sets as well as develop a paraconsistent rule language, providing basic computational machinery for our approach.
引用
收藏
页码:405 / 438
页数:34
相关论文
共 50 条
  • [21] Subset neighborhood rough sets
    Al-shami, Tareq M. M.
    Ciucci, Davide
    KNOWLEDGE-BASED SYSTEMS, 2022, 237
  • [22] An Equivalent Definition of Rough Sets
    Liu, Guilong
    Huang, James Kuodo
    ROUGH SETS AND CURRENT TRENDS IN COMPUTING, PROCEEDINGS, 2008, 5306 : 52 - +
  • [23] ROUGH FUZZY-SETS AND FUZZY ROUGH SETS
    DUBOIS, D
    PRADE, H
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 1990, 17 (2-3) : 191 - 209
  • [24] Axiomatic systems for rough sets and fuzzy rough sets
    Liu, Guilong
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2008, 48 (03) : 857 - 867
  • [25] Fuzzy neural networks based on rough sets for process modeling
    Zhang, JM
    FIFTH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND CONTROL TECHNOLOGY, 2003, 5253 : 844 - 847
  • [26] Towards Visualization of rules based on rough sets and graphical modeling
    Tsumoto, S
    DATA MINING AND KNOWLEDGE DISCOVERY: TOOLS AND TECHNOLOGY V, 2003, 5098 : 71 - 81
  • [27] A 1ST-ORDER LOGIC FOR REASONING UNDER UNCERTAINTY USING ROUGH SETS
    PARSONS, S
    KUBAT, M
    JOURNAL OF INTELLIGENT MANUFACTURING, 1994, 5 (04) : 211 - 223
  • [28] Fuzzy modeling based on rough sets and mind evolutionary algorithm
    Xie, G
    Gao, JL
    Xie, KM
    ICEMI'2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOLS 1-3, 2003, : 109 - 112
  • [29] Covering Based Rough Sets and Relation Based Rough Sets
    Restrepo, Mauricio
    Gomez, Jonatan
    ROUGH SETS AND INTELLIGENT SYSTEMS PARADIGMS, RSEISP 2014, 2014, 8537 : 143 - 152
  • [30] Three-Valued Paraconsistent Reasoning for Semantic Web Agents
    Nguyen, Linh Anh
    Szalas, Andrzej
    AGENT AND MULTI-AGENT SYSTEMS: TECHNOLOGIES AND APPLICATIONS, PT I, PROCEEDINGS, 2010, 6070 : 152 - 162