Actionable Strategies in Three-Way Decisions with Rough Sets

被引:1
|
作者
Gao, Cong [1 ]
Yao, Yiyu [1 ]
机构
[1] Univ Regina, Dept Comp Sci, Regina, SK S4S 0A2, Canada
来源
ROUGH SETS, IJCRS 2017, PT II | 2017年 / 10314卷
基金
加拿大自然科学与工程研究理事会;
关键词
Rough sets; Three-way decisions; Actionable strategies; Actionable rules; Actions;
D O I
10.1007/978-3-319-60840-2_13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Rough set theory uses three pair-wise disjoint regions to approximate a concept. This paper adopts actionable strategies in three-way decision with rough sets. We suggest actionable rules for transferring objects from one region to another and propose a model of optimal actions based on cost-benefit analysis. Actionable strategies allow us to transfer objects from less favourable regions to a favourable region, so that we can reduce the boundary region and the negative region. We design and analyze an algorithm for searching for an optimal solution. The experimental results on a real dataset show that the algorithm has promising outcomes and objects can be effectively moved between regions.
引用
收藏
页码:183 / 199
页数:17
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