An Evaluation of Statistical Approaches to Text Categorization Export

@article{citeulike:573746, abstract = {This paper is a comparative study of text categorization methods. Fourteen methods are investigated, based on previously published results and newly obtained results from additional experiments. Corpus biases in commonly used document collections are examined using the performance of three classifiers. Problems in previously published experiments are analyzed, and the results of flawed experiments are excluded from the cross-method evaluation. As a result, eleven out of the fourteen methods are ...}, author = {Yang, Yiming}, citeulike-article-id = {573746}, citeulike-linkout-0 = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.21.2599}, journal = {Information Retrieval}, keywords = {categorization, evaluation, statistical, text}, number = {1/2}, pages = {69--90}, posted-at = {2006-04-03 06:48:16}, priority = {5}, publisher = {Kluwer Academic Publishers}, title = {An Evaluation of Statistical Approaches to Text Categorization}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.21.2599}, volume = {1}, year = {1999} }

TY - JOUR ID - citeulike:573746 L3 - citeulike-article-id:573746 N2 - This paper is a comparative study of text categorization methods. Fourteen methods are investigated, based on previously published results and newly obtained results from additional experiments. Corpus biases in commonly used document collections are examined using the performance of three classifiers. Problems in previously published experiments are analyzed, and the results of flawed experiments are excluded from the cross-method evaluation. As a result, eleven out of the fourteen methods are ... IS - 1/2 JF - Information Retrieval EP - 90 TI - An Evaluation of Statistical Approaches to Text Categorization PB - Kluwer Academic Publishers VL - 1 SP - 69 KW - categorization KW - evaluation KW - statistical KW - text AU - Yang, Yiming PY - 1999/// UR - http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.21.2599 ER -