Set-theoretic models of three-way decision

被引:63
作者
Yao, Yiyu [1 ]
机构
[1] Univ Regina, Dept Comp Sci, Regina, SK S4S 0A2, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Three-way decision; Interval set; Rough set; Fuzzy set; Shadowed set; Rough fuzzy set; Interval fuzzy set; Soft set; Intuitionistic fuzzy set; Vague set; Interval-valued fuzzy set; SHADOWED SETS; FUZZY-SETS; ROUGH SETS; APPROXIMATIONS; INFORMATION; SPACE;
D O I
10.1007/s41066-020-00211-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The theory of three-way decision is about a philosophy of thinking in threes, a methodology of working with threes, and a mechanism of processing in threes. We approach a whole through three parts, in terms of three units, or from three perspectives. A trisecting-acting-outcome (TAO) model of three-way decision involves trisecting a whole into three parts and acting on the three parts, in order to produce an optimal outcome. In this paper, we further explore the TAO model in a set-theoretic setting and make three new contributions. The first contribution is an examination of three-way decision with nonstandard sets for representing concepts under the two kinds of objective/ontic and subjective/epistemic uncertainty. The second contribution is an introduction of an evaluation-based framework of three-way decision. We present a classification of trisections and investigate the notion of an evaluation space. The third contribution is, within the proposed framework, a systematical study of three-way decision with rough sets, interval sets, fuzzy sets, shadowed sets, rough fuzzy sets, interval fuzzy sets (or equivalently, vague sets, interval-valued fuzzy sets, intuitionistic fuzzy sets), and soft sets.
引用
收藏
页码:133 / 148
页数:16
相关论文
共 63 条
[1]   A three-way clustering approach for handling missing data using GTRS [J].
Afridi, Mohammad Khan ;
Azam, Nouman ;
Yao, JingTao ;
Alanazi, Eisa .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2018, 98 :11-24
[3]  
Arnauld A., 1996, Logic, or, the Art of Thinking: Containing, Besides Common Rules, Several New Observations Appropriate for Forming Judgment, DOI [10.1017/CBO9781139166768, DOI 10.1017/CBO9781139166768]
[4]   INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1986, 20 (01) :87-96
[5]   INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1986, 20 (01) :87-96
[6]   The Power of the Hexagon [J].
Beziau, Jean-Yves .
LOGICA UNIVERSALIS, 2012, 6 (1-2) :1-43
[7]   Vague sets are intuitionistic fuzzy sets [J].
Bustince, H ;
Burillo, P .
FUZZY SETS AND SYSTEMS, 1996, 79 (03) :403-405
[8]  
Cacioppo J T, 1997, Pers Soc Psychol Rev, V1, P3, DOI 10.1207/s15327957pspr0101_2
[9]   RELATIONSHIP BETWEEN ATTITUDES AND EVALUATIVE SPACE - A CRITICAL-REVIEW, WITH EMPHASIS ON THE SEPARABILITY OF POSITIVE AND NEGATIVE SUBSTRATES [J].
CACIOPPO, JT ;
BERNTSON, GG .
PSYCHOLOGICAL BULLETIN, 1994, 115 (03) :401-423
[10]   Shadowed sets of dynamic fuzzy sets [J].
Cai M. ;
Li Q. ;
Lang G. .
Granular Computing, 2017, 2 (02) :85-94