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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국정보처리학회 JIPS(Journal of Information Processing Systems) JIPS(Journal of Information Processing Systems) 제13권 제5호
- 발행연도
- 2017.1
- 수록면
- 1,397 - 1,409 (13page)
이용수
초록· 키워드
오류제보하기
For text categorization task, distinctive text features selection is important due to feature space highdimensionality. It is important to decrease the feature space dimension to decrease processing time andincrease accuracy. In the current study, for text categorization task, we introduce a novel statistical featureselection approach. This approach measures the term distribution in all collection documents, the termdistribution in a certain category and the term distribution in a certain class relative to other classes. Theproposed method results show its superiority over the traditional feature selection methods.
목차
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참고문헌 (24)
참고문헌 신청
A. McCallum / 1998 / A comparison of event models for naive Bayes text classification / Proceeding of the AAAI-98 Workshop on Learning for Text Categorization : 41 ~ 48
A. Rehman / 2017 / Feature selection based on a normalized difference measure for text classification / Information Processing & Management 53 (2) : 473 ~ 489
D. B. Bracewell / 2009 / Category classification and topic discovery of Japanese and English news articles / Electronic Notes in Theoretical Computer Science 225 : 51 ~ 65
D. D. Lewis / 1998 / Naive (Bayes) at forty: the independence assumption in information retrieval / European Conference Machine Learning ECML-98 : 4 ~ 15
E. Stamatatos / 2008 / Author identification : using text sampling to handle the class imbalance problem / Information Processing & Management 44 (2) : 790 ~ 799
A. Rehman / 2017 / Feature selection based on a normalized difference measure for text classification / Information Processing & Management 53 (2) : 473 ~ 489
D. B. Bracewell / 2009 / Category classification and topic discovery of Japanese and English news articles / Electronic Notes in Theoretical Computer Science 225 : 51 ~ 65
D. D. Lewis / 1998 / Naive (Bayes) at forty: the independence assumption in information retrieval / European Conference Machine Learning ECML-98 : 4 ~ 15
E. Stamatatos / 2008 / Author identification : using text sampling to handle the class imbalance problem / Information Processing & Management 44 (2) : 790 ~ 799
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