FKMAWCW: Categorical fuzzy k-modes clustering with automated attribute-weight and cluster-weight learning
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DOI: 10.1016/j.chaos.2021.111494
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- Sami Naouali & Semeh Ben Salem & Zied Chtourou, 2020. "Clustering Categorical Data: A Survey," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(01), pages 49-96, February.
- Asgari-Chenaghlu, Meysam & Feizi-Derakhshi, Mohammad-Reza & farzinvash, Leili & Balafar, Mohammad-Ali & Motamed, Cina, 2021. "TopicBERT: A cognitive approach for topic detection from multimodal post stream using BERT and memory–graph," Chaos, Solitons & Fractals, Elsevier, vol. 151(C).
- Wayne DeSarbo & J. Carroll & Linda Clark & Paul Green, 1984. "Synthesized clustering: A method for amalgamating alternative clustering bases with differential weighting of variables," Psychometrika, Springer;The Psychometric Society, vol. 49(1), pages 57-78, March.
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Keywords
Fuzzy k-modes; Attribute weighting; Cluster weighting; Clustering;All these keywords.
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