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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2431 LNAI, Issue , 2002, Pages 150-162

Choose your words carefully: An empirical study of feature selection metrics for text classification

(1) Forman, George a

a HEWLETT PACKARD LABORATORIES (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARKING; DATA MINING; FEATURE EXTRACTION; SUPPORT VECTOR MACHINES; TEXT PROCESSING; ARTIFICIAL INTELLIGENCE; LEARNING SYSTEMS;

CHI-SQUARED; CLASSIFICATION PERFORMANCE; CORRELATED FAILURES; EMPIRICAL STUDIES; EVALUATION METHODOLOGIES; FEATURE SELECTION METRICS; INFORMATION GAIN; TEXT CLASSIFICATION;

CLASSIFICATION (OF INFORMATION);

EID: 84864829334 PISSN: 03029743 EISSN: 16113349 Source Type: Book Series
DOI: 10.1007/3-540-45681-3_13 Document Type: Conference Paper

Times cited : (9)

References (7)

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- Forman, G.: An Extensive Empirical Study of Feature Selection Metrics for Text Classification. Tech Report HPL-2002-147, Hewlett-Packard Laboratories. Submitted to Special Issue on Variable and Feature Selection, J. of Machine Learning Research. (2002)
- (2002) Tech Report HPL-2002-147, Hewlett-Packard Laboratories
- Forman, G.¹

2
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- TR HPL-2002-75, Hewlett-Packard Laboratories. Submitted as above
- Forman, G.: Avoiding the Siren Song: Undistracted Feature Selection for Multi-Class Text Classification. TR HPL-2002-75, Hewlett-Packard Laboratories. Submitted as above. (2002)
- (2002) Avoiding the Siren Song: Undistracted Feature Selection for Multi-class Text Classification
- Forman, G.¹

3
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- Centroid-based document classification: Analysis & experimental results
- Han, E. S., Karypis, G.: Centroid-Based Document Classification: Analysis & Experimental Results. In: Principles of Data Mining and Knowledge Discovery (PKDD). (2000) 424-431
- (2000) Principles of Data Mining and Knowledge Discovery (PKDD) , pp. 424-431
- Han, E.S.¹ Karypis, G.²

4
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- The robustness of the.Binormal. Assumptions used in fitting ROC curves
- Hanley, J. A.: The Robustness of the.Binormal. Assumptions Used in Fitting ROC Curves. Medical Decision Making, 8(3). (1988) 197-203
- (1988) Medical Decision Making , vol.8 , Issue.3 , pp. 197-203
- Hanley, J.A.¹

5
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- Feature selection for unbalanced class distribution and naïve Bayes
- th International Conference on Machine Learning (ICML). (1999)
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6
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- A re-examination of text categorization methods
- Yang, Y., Liu, X.: A Re-examination of Text Categorization Methods. In: ACM SIGIR Conference on Research and Development in Information Retrieval. (1999) 42-49
- (1999) ACM SIGIR Conference on Research and Development in Information Retrieval , pp. 42-49
- Yang, Y.¹ Liu, X.²

7
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- A comparative study on feature selection in text categorization
- Yang, Y., Pedersen, J. O.: A Comparative Study on Feature Selection in Text Categorization. In: International Conference on Machine Learning (ICML). (1997) 412-420
- (1997) International Conference on Machine Learning (ICML) , pp. 412-420
- Yang, Y.¹ Pedersen, J.O.²

* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.