Tune Up Fuzzy C-Means for Big Data: Some Novel Hybrid Clustering Algorithms Based on Initial Selection and Incremental Clustering

• Main Authors: Le, Hoang Son, Nguyen, Dang Tien
• Format: Article
• Language: English
• Published: Taiwan Fuzzy Systems Association and Springer-Verlag Berlin Heidelberg 2019
• Subjects: Big Data; Hybrid Clustering Algorithms; Initial Selection; Incremental Clustering
• Online Access: http://repository.vnu.edu.vn/handle/VNU_123/64979
• Institution: Vietnam National University, Hanoi

Data are getting larger, and most of them are necessary for our businesses. Rapid explosion of data brings us a number of challenges relating to its complexity and how the most important knowledge can be captured in reasonable time. Fuzzy C-means (FCM)—one of the most efficient clustering algorithm...