Aggregating membership values by a Choquet-fuzzy-integral based operator

Research output: Contribution to journalArticlepeer-review

54 Citations (Scopus)

Abstract

A new type of aggregator, the Choquet-fuzzy-integral based operator, is introduced and applied in aggregation of membership values. In this paper, we generalized the definition of the fuzzy integral as a tool for membership aggregation. The generalization involves replacing the max (or min) operator in information integration with a Choquet-fuzzy-integral based aggregator, resulting in increased flexibility. The characteristics of the Choquet fuzzy integral are studied and a two-phase aggregating process is proposed. Also, we demonstrate a good classification result using the proposed aggregator to integrate the memberships of several clusters in a complex unconstrained handwritten digit recognition domain.

Original languageEnglish
Pages (from-to)367-375
Number of pages9
JournalFuzzy Sets and Systems
Volume114
Issue number3
DOIs
Publication statusPublished - 2000 Sep 16

All Science Journal Classification (ASJC) codes

  • Logic
  • Artificial Intelligence

Fingerprint Dive into the research topics of 'Aggregating membership values by a Choquet-fuzzy-integral based operator'. Together they form a unique fingerprint.

Cite this