MMSVC: An Efficient Unsupervised Learning Approach for Large-Scale Datasets

• Published in: Life System Modeling and Intelligent Computing pp. 1 - 9
• Main Authors: Gu, Hong, Zhao, Guangzhou, Zhang, Jianliang
• Format: Book Chapter
• Language: English
• Published: Berlin, Heidelberg Springer Berlin Heidelberg
• Series: Lecture Notes in Computer Science
• Subjects: large-scale clustering; one-class support vector machine; support vector clustering

This paper presents a multi-scale, hierarchical framework to extend the scalability of support vector clustering (SVC). Based on the multi-sphere support vector clustering, the clustering algorithm called multi-scale multi-sphere support vector clustering (MMSVC) in this framework works in a coarse-...