Fuzzy Sets and Systems
Machine Learning for the Detection of Oil Spills in Satellite Radar Images
Machine Learning - Special issue on applications of machine learning and the knowledge discovery process
Distances between intuitionistic fuzzy sets
Fuzzy Sets and Systems
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Entropy for intuitionistic fuzzy sets
Fuzzy Sets and Systems
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Information Retrieval
Data Mining and Knowledge Discovery
Feature selection on hierarchy of web documents
Decision Support Systems - Web retrieval and mining
Learning When Negative Examples Abound
ECML '97 Proceedings of the 9th European Conference on Machine Learning
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
Experiments on the Use of Feature Selection and Negative Evidence in Automated Text Categorization
ECDL '00 Proceedings of the 4th European Conference on Research and Advanced Technology for Digital Libraries
Discriminative Features for Document Classification
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
Recent advances in intelligent paradigms and applications
An extensive empirical study of feature selection metrics for text classification
The Journal of Machine Learning Research
Precision and Recall in Rough Support Vector Machines
GRC '07 Proceedings of the 2007 IEEE International Conference on Granular Computing
Some Problems with Entropy Measures for the Atanassov Intuitionistic Fuzzy Sets
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
SMOTE: synthetic minority over-sampling technique
Journal of Artificial Intelligence Research
Computing with words for text processing: An approach to the text categorization
Information Sciences: an International 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
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
Intuitionistic Fuzzy Sets: Theory and Applications
Intuitionistic Fuzzy Sets: Theory and Applications
MDAI'05 Proceedings of the Second international conference on Modeling Decisions for Artificial Intelligence
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Text categorization based on fuzzy soft set theory
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part IV
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We address some crucial problem associated with text categorization, a local feature selection. It seems that intuitionistic fuzzy sets can be an effective and efficient tool making it possible to assess each term (from a feature set for each category) from a point of view of both its indicative and non-indicative ability. It is important especially for high dimensional problems to improve text filtering via a confident rejection of non-relevant documents. Moreover, we indicate that intuitionistic fuzzy sets are a good tool for the classification of imbalanced and overlapping classes, a commonly encountered case in text categorization.