Stochastic gradient descent based fuzzy clustering for large data

• Main Authors: Chen, Lihui, Wang, Yangtao, Mei, Jian-Ping
• Other Authors: School of Electrical and Electronic Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2015
• Subjects: DRNTU::Engineering::Electrical and electronic engineering::Electronic systems
• Online Access: https://hdl.handle.net/10356/104522; http://hdl.handle.net/10220/25889
• Institution: Nanyang Technological University

Data is growing at an unprecedented rate in commercial and scientific areas. Clustering algorithms for large data which require small memory consumption and scalability become increasingly important under this circumstance. In this paper, we propose a new clustering approach called stochastic gradie...