Optimization Based Data Mining: Theory and Applications

• Main Authors: Shi, Yong (Author), Tian, Yingjie (Author), Kou, Gang (Author), Peng, Yi (Author), Li, Jianping (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: London : Springer London, 2011.
• Series: Advanced Information and Knowledge Processing,
• Subjects: Computer science.; Input-output equipment (Computers).; Data mining.; Computer Science.; Data Mining and Knowledge Discovery.; Input/Output and Data Communications.

Optimization techniques have been widely adopted to implement various data mining algorithms. In addition to well-known Support Vector Machines (SVMs) (which are based on quadratic programming), different versions of Multiple Criteria Programming (MCP) have been extensively used in data separations....