Dimensionality and prototype reduction techniques for pattern analysis

• Main Author: Qin, Kai
• Other Authors: Ponnuthurai N. Suganthan
• Format: Theses and Dissertations
• Published: 2008
• Subjects: DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems; DRNTU::Engineering::Computer science and engineering::Computing methodologies::Pattern recognition
• Online Access: https://hdl.handle.net/10356/3153
• Institution: Nanyang Technological University

This thesis investigates two important topics in the statistical pattern recognition field, namely dimensionality reduction for supervised classification and prototype reduction for unsupervised classification. For dimensionality reduction part, we concentrate on the Discriminative Linear Dimensiona...