Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Automated learning of decision rules for text categorization
ACM Transactions on Information Systems (TOIS)
An example-based mapping method for text categorization and retrieval
ACM Transactions on Information Systems (TOIS)
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Decision tree pruning: biased or optimal?
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
A comparison of classifiers and document representations for the routing problem
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
Context-sensitive learning methods for text categorization
ACM Transactions on Information Systems (TOIS)
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
A vector space model for automatic indexing
Communications of the ACM
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
Fuzzy least squares support vector machines for multiclass problems
Neural Networks - 2003 Special issue: Advances in neural networks research — IJCNN'03
A New Fuzzy Support Vector Machine Based on the Weighted Margin
Neural Processing Letters
Comparison between error correcting output codes and fuzzy support vector machines
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Information extraction from research papers using conditional random fields
Information Processing and Management: an International Journal
A study of cross-validation and bootstrap for accuracy estimation and model selection
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Cue integration through discriminative accumulation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
IEEE Transactions on Neural Networks
A document classification and retrieval system for R&D in semiconductor industry - A hybrid approach
Expert Systems with Applications: An International Journal
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
One-against-one fuzzy support vector machine classifier: An approach to text categorization
Expert Systems with Applications: An International Journal
Information Processing and Management: an International Journal
Computers & Mathematics with Applications
An automatically constructed thesaurus for neural network based document categorization
Expert Systems with Applications: An International Journal
A New Fuzzy Hierarchical Classification Based on SVM for Text Categorization
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Expert Systems with Applications: An International Journal
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Expert Systems with Applications: An International Journal
Parameters optimization of support vector machine based on simulated annealing and genetic algorithm
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
Orientation distance-based discriminative feature extraction for multi-class classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Using thesaurus to improve multiclass text classification
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part II
A distribution-free method for process monitoring
Expert Systems with Applications: An International Journal
Fuzzy cost support vector regression on the fuzzy samples
Applied Intelligence
Computers in Biology and Medicine
Relaxed constraints support vector machine
Expert Systems: The Journal of Knowledge Engineering
| Hi-index | 0.01 |
Document classification, with the blooming of the Internet information delivery, has become indispensable required and is expected to be disposed by an automatic text categorization. This paper presents a text categorization system to solve the multi-class categorization problem. The system consists of two modules: the processing module and the classifying module. In the first module, ICF and Uni are used as the indictors to extract the relevant terms. While the fuzzy set theory is incorporated into the OAA-SVM in the classifying module, we specifically propose an OAA-FSVM classifier to implement a multi-class classification system. The performances of OAA-SVM and OAA-FSVM are evaluated by macro-average performance index. Also the statistical significance test is examined by the McNemar's test. The results from the empirical study show that the proposed OAA-FSVM method has out-performed OAA-SVM in the multi-class text categorization problem.