An efficient feature selection method using named entity recognition for Chinese text categorization

Keywords

Feature selection, Computer science, Text categorization, Weighting, Artificial intelligence

References

• Beyond TFIDF Weighting for Text Categorization in the Vector Space ModelPascal Soucy, Guy W. Mineau — 2005
• Chinese Named Entity Recognition with Conditional Random FieldsWenliang Chen, Yujie Zhang, Hitoshi Isahara — 2006
• A Maximum Entropy Approach to Named Entity RecognitionRalph Grishman, Andrew Borthwick — 1999
• Efficient Support Vector Classifiers for Named Entity RecognitionHideki Isozaki, Hideto Kazawa — 2002
• Using ambiguity measure feature selection algorithm for support vector machine classifierSaket S. R. Mengle, Nazli Goharian — 2008
• Chinese Segmentation and New Word Detection using Conditional Random FieldsFuchun Peng, Fangfang Feng, Andrew McCallum — 2004
• Transformation-Based Error-Driven Learning and Natural Language Processing: A Case Study in Part-of-Speech TaggingEric Brill — 1995
• Named Entity Recognition using an HMM-based Chunk TaggerGuodong Zhou, Jian Su — 2002
• Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence DataJohn Lafferty, Andrew McCallum, Fernando C. N. Pereira — 2001
• A novel refinement approach for text categorizationSongbo Tan, Xueqi Cheng, Moustafa Ghanem — 2005
• A comprehensive comparative study on term weighting schemes for text categorization with support vector machinesMan Lan, Chew‐Lim Tan, Hwee-Boon Low — 2005
• A Comparative Study on Feature Selection in Text CategorizationYiming Yang, Jan Pedersen — 1997

Cited by

• Effect of Named Entities in Web Page ClassificationSameendra Samarawickrama, Lakshman Jayaratne — 2012
• Contribution to automatic text classification: metrics and evolutionary algorithms. (Contributions à la classification automatique de texte: métriques et algorithmes évolutifs)Ahmad Mazyad — 2018
• Hierarchical Text Classification for News Articles Based-on Named EntitiesY. Gui, Zhiqiang Gao, Renyong Li — 2012

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