Improved Fuzzy Art Method for Initializing K-means

The K-means algorithm is quite sensitive to the cluster centers selected initially and can perform different clusterings depending on these initialization conditions. Within the scope of this study, a new method based on the Fuzzy ART algorithm which is called Improved Fuzzy ART (IFART) is used in t...

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Bibliographic Details
Main Authors: Sevinc Ilhan, Nevcihan Duru, Esref Adali
Format: Article
Language:English
Published: Atlantis Press 2010-09-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Online Access:https://www.atlantis-press.com/article/1969.pdf