Multi-dimensional data aggregation utilizing extended partitioned Bonferroni mean Operator

被引:1
|
作者
Banerjee, Debasmita [1 ]
Guha, Debashree [2 ]
Mesiar, Radko [3 ]
机构
[1] Indian Inst Technol Patna, Dept Math, Patna, Bihar, India
[2] Indian Inst Technol Kharagpur, Sch Med Sci & Technol, Kharagpur, W Bengal, India
[3] Slovak Univ Technol Bratislava, Dept Math, Fac Civil Engn, Bratislava, Slovakia
关键词
Extended aggregation function; Partitioned Bonferroni mean; Global monotonicity;
D O I
10.1109/fuzz48607.2020.9177811
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this contribution, we develop the concept of an Extended Partitioned Bonferroni Mean (epsilon PBM) operator, which is efficient enough to aggregate input vectors with a varying number of components integrated with some dependence pattern. The global monotonicity for the epsilon PBM is analyzed by defining a new partition for each arity. Further to illustrate the applicability and feasibility of the proposed extended aggregation operator, an example based on medical device selection is demonstrated. Finally, we present a way to obtain the weights associated with the corresponding epsilon PBM operator employing the Max-Entropy technique.
引用
收藏
页数:8
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