دانلود مقاله ISI انگلیسی شماره 79138
ترجمه فارسی عنوان مقاله

یک الگوریتم خوشه بندی credibilistic جدید

عنوان انگلیسی
A new credibilistic clustering algorithm
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
79138 2014 18 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Information Sciences, Volume 279, 20 September 2014, Pages 105–122

ترجمه کلمات کلیدی
خوشه بندی Credibilistic؛ اندازه گیری اعتبار؛ خوشه بندی مبتنی بر عملکرد هدف
کلمات کلیدی انگلیسی
Credibilistic clustering; Credibility measure; Objective function-based clustering
پیش نمایش مقاله
پیش نمایش مقاله  یک الگوریتم خوشه بندی credibilistic جدید

چکیده انگلیسی

This paper focuses on credibilistic clustering approach. A data clustering method partitions unlabeled data sets into clusters and labels them for various goals such as computer vision and pattern recognition. There are different models for objective function-based fuzzy clustering such as Fuzzy C-Means (FCM), Possibilistic C-Mean (PCM) and their combinations. Credibilistic clustering is a new approach in this field. In this paper, a new credibilistic clustering model is introduced in which credibility measure is applied instead of possibility measure in possibilistic clustering. Also, in objective function, the separation of clusters is considered in addition to the compactness within clusters. The steps of clustering are designed based on this approach. Finally, the main issues about model are discussed, and the results of computational experiments are presented to show the efficiency of the proposed model.