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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국정보통신학회JICCE Journal of information and communication convergence engineering Journal of information and communication convergence engineering 제7권 제3호
- 발행연도
- 2009.9
- 수록면
- 351 - 355 (5page)
이용수
이 논문의 연구 히스토리 (2)
2009
E-mail Classification and Category Re-organization using Dynamic Category Hierarchy and PCA
Sun Pa
,
k
,
Chul-Won Kim
외 1명
Journal of information and communication convergence engineering
2009.09
학술저널
E-mail Classification and Category Re-organization using Dynamic Category Hierarchy and PCA
Sun Pa
,
k
,
Chul-Won Kim
INTERNATIONAL CONFERENCE ON FUTURE INFORMATION & COMMUNICATION ENGINEERING
2009.06
학술대회자료
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초록· 키워드
오류제보하기
The amount of incoming e-mails is increasing rapidly due to the wide usage of Internet. We often group e-mails into categories for maintaining e-mail efficiently. However reading the email messages and classifying them is still tedious task. Moreover, the number of e-mails and manual classifying is increasing everyday. So, automatic e-mail classification is important techniques. In this paper, we propose a multi-way e-mail classification method that uses PCA for automatic category generation and dynamic category hierarchy for re-organizing e-mail categories. It classifies a huge amount of receiving e-mail messages automatically, efficiently, and accurately.
목차
Abstract
Ⅰ. INTRODUCTION
Ⅱ. RELATED WORKS
Ⅲ. DYNAMIC CATEGORY HIERARCHY METHOD
Ⅳ. PROPOSED METHOD
Ⅴ. EXPERIMENTAL RESULTS
Ⅵ. CONCLUSIONS
REFERENCES
참고문헌 (17)
참고문헌 신청
1. [학술대회논문] - W.W. Cohen / 1999 / Learning Rules that classify E-mail / In Proc. AAAI Spring Symposium in Information Access
2. [학술대회논문] - I. Androutsopoulos / 2000 / An Evaluation of Naïve Bayesian Anti-Spam Filtering / In Proc. Workshop on Machine Learning in the New Information Age
3. [학술대회논문] - G. Sakkis / 2001 / Stacking classifiers for anti-spam filtering of e-mail / In Proc. 6th Conf. On Empirical Methods in Natural Language Processing
4. [학술지(정기간행물)] - H. Drucker / 1999 / Support Vector Machines for Spam Categorization / IEEE Transactions on Neural 10 (5)
5. [학술대회논문] - L. Kun-Lun / 2002 / Active Learning with Simplified SVMS for SPAM Categorization / In Proc. First Conf. On Machine Learning and Cybernetics, Beijing : 4 ~ 5
2. [학술대회논문] - I. Androutsopoulos / 2000 / An Evaluation of Naïve Bayesian Anti-Spam Filtering / In Proc. Workshop on Machine Learning in the New Information Age
3. [학술대회논문] - G. Sakkis / 2001 / Stacking classifiers for anti-spam filtering of e-mail / In Proc. 6th Conf. On Empirical Methods in Natural Language Processing
4. [학술지(정기간행물)] - H. Drucker / 1999 / Support Vector Machines for Spam Categorization / IEEE Transactions on Neural 10 (5)
5. [학술대회논문] - L. Kun-Lun / 2002 / Active Learning with Simplified SVMS for SPAM Categorization / In Proc. First Conf. On Machine Learning and Cybernetics, Beijing : 4 ~ 5
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