Fast and Accurate Text Classification via Multiple Linear Discriminant Projections

Abstract. Support vector machines (SVMs) have shown superb performance for text classification tasks. They are accurate, robust, and quick to apply to test instances. Their only potential drawback is their training time and memory requirement. For n training instances held in memory, the best-known SVM implementations take time proportional to na , where a

• Type: Journal
• Year: 2002
• Where: VLDB
• Authors: Soumen Chakrabarti, Shourya Roy, Mahesh V. Soundalgekar
• Keywords: Database, Superb Performance, Support Vector Machines, Text Classification Tasks, VLDB 2002