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作者:

Denoeux, Thierry (Denoeux, Thierry.) | Li, Shoumei (Li, Shoumei.) (学者:李寿梅) | Sriboonchitta, Songsak (Sriboonchitta, Songsak.)

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EI Scopus SCIE

摘要:

In evidential clustering, cluster-membership uncertainty is represented by Dempster-Shafer mass functions. The notion of evidential partition generalizes other soft clustering structures such as fuzzy, possibilistic, or rough partitions. In this paper, we propose two extensions of the Rand index for evaluating and comparing evidential partitions, called similarity and consistency indices. The similarity index is suitable for measuring the closeness of two soft partitions, whereas the consistency index allows one to assess the agreement, or lack of conflict, between a soft partition and the true hard partition. Simulation experiments illustrate some applications of these indices.

关键词:

Belief functions clustering cluster validity measure evidence theory

作者机构:

  • [ 1 ] [Denoeux, Thierry]Beijing Univ Technol, Coll Appl Sci, Beijing 100022, Peoples R China
  • [ 2 ] [Li, Shoumei]Beijing Univ Technol, Coll Appl Sci, Beijing 100022, Peoples R China
  • [ 3 ] [Denoeux, Thierry]Univ Technol Compiegne, Sorbonne Univ, CNRS, UMR Heudiasyc 7253, F-60200 Compiegne, France
  • [ 4 ] [Sriboonchitta, Songsak]Chiang Mai Univ, Fac Econ, Chiang Mai 50200, Thailand

通讯作者信息:

  • [Denoeux, Thierry]Beijing Univ Technol, Coll Appl Sci, Beijing 100022, Peoples R China

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来源 :

IEEE TRANSACTIONS ON FUZZY SYSTEMS

ISSN: 1063-6706

年份: 2018

期: 3

卷: 26

页码: 1231-1244

1 1 . 9 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:76

JCR分区:1

被引次数:

WoS核心集被引频次: 38

SCOPUS被引频次: 42

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 2

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