Practical large scale classification with additive kernels

• Main Authors: Yang, Hao, Wu, Jianxin
• Other Authors: School of Computer Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2014
• Subjects: DRNTU::Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/106282; http://hdl.handle.net/10220/24003; http://jmlr.org/proceedings/papers/v25/yang12/yang12.pdf
• Institution: Nanyang Technological University

For classification problems with millions of training examples or dimensions, accuracy, training and testing speed and memory usage are the main concerns. Recent advances have allowed linear SVM to tackle problems with moderate time and space cost, but for many tasks in computer vision, additive ker...