Effectiveness measure in change-based three-way decision

被引:7
作者
Jiang, Chunmao [1 ]
Duan, Ying [1 ]
Guo, Doudou [2 ]
机构
[1] Fujian Univ Technol, Sch Comp Sci & Math, Fuzhou 350118, Fujian, Peoples R China
[2] Southwest Univ, Coll Artificial Intelligence, Chongqing 400715, Peoples R China
关键词
Three-way decision; Outcome measure; Trisecting-acting-outcome; Three-way change;
D O I
10.1007/s00500-022-07524-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The trisecting-acting-outcome model of a three-way decision is a practical approach to solving complex problems, consisting of three components: trisecting, acting, and outcome. Trisecting means dividing a complex problem into three parts based on an evaluation function, and acting means designing the corresponding action to apply to these three parts. The outcome denotes evaluation effectiveness based on the first two steps. Measuring this outcome is a challenging and moving question after trisecting-and-acting (T &A). This paper proposes a method to measure outcome based on object changes before and after T &A based on top-down and bottom-up perspectives, depending on the decision needs. First, evaluation functions are constructed that extend the traditional evaluation functions to measure changes. Then, based on the introduced evaluation functions, qualitative and quantitative of three-way changes are introduced and analyzed. Furthermore, we present the processes that determine the optimal strategy with the quantitative analysis. The analysis of several examples shows the effectiveness and practicality of our proposed method.
引用
收藏
页码:2783 / 2793
页数:11
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