Application of TSVM Incremental Learning in Web Text Categorization
Based on the research of the current situation in text categorization, this paper has drawn an inductive conclusion on the key technology of text category, carried out an exploration on the theory of transductive support vector machine (TSVM) as well as the categorizing process of incremental learning, established web Chinese text categorization model on the basis of TSVM incremental learning, and explained the learning process of incremental learning in Chinese text categorization. Experimental studies show that incremental learning has significant effect on improving the categorizing performance.
Z. J. Jia et al., "Application of TSVM Incremental Learning in Web Text Categorization", Advanced Materials Research, Vol. 159, pp. 556-561, 2011