Automated learning of decision rules for text categorization
ACM Transactions on Information Systems (TOIS)
The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Feature Selection for Unbalanced Class Distribution and Naive Bayes
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Journal of the American Society for Information Science and Technology
Angular measures for feature selection in text categorization
Proceedings of the 2006 ACM symposium on Applied computing
Finding optimal linear measures for feature selection in text categorization
Proceedings of the 2006 ACM symposium on Applied computing
A study of local and global thresholding techniques in text categorization
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
The Chinese text categorization system with association rule and category priority
Expert Systems with Applications: An International Journal
Informative sampling for large unbalanced data sets
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Using Laplace and angular measures for Feature Selection in Text Categorisation
International Journal of Advanced Intelligence Paradigms
Set Cover Feature Selection for Text Categorisation and spam detection
International Journal of Advanced Intelligence Paradigms
On strategies for imbalanced text classification using SVM: A comparative study
Decision Support Systems
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Expert Systems with Applications: An International Journal
The novel feature selection method based on emotion recognition system
ICIC'06 Proceedings of the 2006 international conference on Computational Intelligence and Bioinformatics - Volume Part III
The interactive feature selection method development for an ANN based emotion recognition system
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Sample cutting method for imbalanced text sentiment classification based on BRC
Knowledge-Based Systems
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Text Categorization, which consists of automatically assigning documents to a set of categories, usually involves the management of a huge number of features. Most of them are irrelevant and others introduce noise which could mislead the classifiers. Thus, feature reduction is often performed in order to increase the efficiency and effectiveness of the classification. In this paper, we propose to select relevant features by means of a family of linear filtering measures which are simpler than the usual measures applied for this purpose. We carry out experiments over two different corpora and find that the proposed measures perform better than the existing ones.