Computationally efficient models for high-dimensional and large-scale classification problems

• Main Author: Ma, Li
• Other Authors: Abdul Wahab Bin Abdul Rahman
• Format: Theses and Dissertations
• Language: English
• Published: 2009
• Subjects: DRNTU::Engineering::Computer science and engineering::Computing methodologies::Pattern recognition
• Online Access: https://hdl.handle.net/10356/19093
• Institution: Nanyang Technological University

Generally there are two main objectives in designing modern learning models when handling the problems with high-dimensional input spaces and a large amount of data. Firstly the model’s effectiveness in terms of a good accuracy needs to be met and secondly the model’s efficiency in terms of scalabil...