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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2008.12
- 수록면
- 1,739 - 1,748 (10page)
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초록· 키워드
오류제보하기
When we conduct a data mining procedure on sample data sources, several rules are generated. But some rules are redundant or logically disjoint and therefore they can be removed. We suggest a new rule minimization algorithm inspired from logic synthesis to improve comprehensibility and eliminate redundant rules. The method can merge several relevant rules into one based on data mining and logic synthesis without high loss of accuracy. In case of two or more rules are candidates to be merged, we merge the rules with the attribute having the lowest information gain. To show the proposed method could be a reasonable solution, we applied the proposed approach to a problem domain constructing user preferred ontology in anti-scam systems.
목차
ABSTRACT
1. INTRODUCTION
2. DATA COLLECTION AND PREPROCESSING
3. RULE MINIMIZATION BASED ON DATA MINING AND LOGIC SYNTHESIS
4. EXPERIMENTS
5. CONCLUSION
ACKNOWLEDGEMENTS
REFERENCES
참고문헌 (13)
참고문헌 신청
C. M. Files / 1998 / Multi-Valued Functional Decomposition as a Machine Learning Method / Proc. of ISMVL ’98 :173~178
S. J. Hong / 1997 / R-MINI: An Iterative Approach for Generating Minimal Rules from Examples / IEEE Transaction on Knowledge and Data Engineering 9(5):709~717
A. Chan / 2005 / A New Classification-Rule Pruning Procedure for an Ant Colony Algorithm / Lecture Notes in Computer Science 3871:25~36
M. J. Zaki / 2005 / Reasoning about Sets using Redescription Mining / Proc. of KDD’05 :364~373
P. Wolfe / 2004 / Anti-Spam Tool Kit / McGraw Hill
S. J. Hong / 1997 / R-MINI: An Iterative Approach for Generating Minimal Rules from Examples / IEEE Transaction on Knowledge and Data Engineering 9(5):709~717
A. Chan / 2005 / A New Classification-Rule Pruning Procedure for an Ant Colony Algorithm / Lecture Notes in Computer Science 3871:25~36
M. J. Zaki / 2005 / Reasoning about Sets using Redescription Mining / Proc. of KDD’05 :364~373
P. Wolfe / 2004 / Anti-Spam Tool Kit / McGraw Hill
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UCI(KEPA) : I410-ECN-0101-2012-004-004431873