Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Effective Methods for Improving Naive Bayes Text Classifiers
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts
DS '02 Proceedings of the 5th International Conference on Discovery Science
Pruning Training Corpus to Speedup Text Classification
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Integrating feature and instance selection for text classification
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Discriminative Features for Document Classification
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
A scalability analysis of classifiers in text categorization
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
A Comparison of Word- and Sense-Based Text Categorization Using Several Classification Algorithms
Journal of Intelligent Information Systems
An extensive empirical study of feature selection metrics for text classification
The Journal of Machine Learning Research
Accuracy improvement of automatic text classification based on feature transformation
Proceedings of the 2003 ACM symposium on Document engineering
RCV1: A New Benchmark Collection for Text Categorization Research
The Journal of Machine Learning Research
Pruning The Vocabulary For Better Context Recognition
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
SMOTE: synthetic minority over-sampling technique
Journal of Artificial Intelligence Research
A decision-tree-based symbolic rule induction system for text categorization
IBM Systems Journal
Feature selection algorithms to improve documents' classification performance
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
Discretizing continuous attributes in AdaBoost for text categorization
ECIR'03 Proceedings of the 25th European conference on IR research
Feature selection strategies for text categorization
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
A wrapper approach with support vector machines for text categorization
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
Very large Bayesian networks in text classification
ICCS'03 Proceedings of the 1st international conference on Computational science: PartI
A study of semi-discrete matrix decomposition for LSI in automated text categorization
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Techniques for improving the performance of naive bayes for text classification
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Generating a set of rules to determine the gender of a speaker of a Japanese sentence
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Text classification is becoming more and more important with the rapid growth of on-line information available. This paper describes the text classification process. Of course, a single article cannot be a complete review of the text classification domain. Despite this, we hope that the references cited cover the major theoretical issues and guide the researcher to interesting research directions.