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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.10 No.1
- 발행연도
- 2010.3
- 수록면
- 31 - 36 (6page)
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초록· 키워드
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Many clustering algorithms have been used in diverse fields. When we need to group given data set into clusters, many clustering algorithms based on similarity or distance measures are considered. Most clustering works have been based on hierarchical and non-hierarchical clustering algorithms. Generally, for the clustering works, researchers have used clustering algorithms case by case from these algorithms. Also they have to determine proper clustering methods subjectively by their prior knowledge. In this paper, to solve the subjective problem of clustering we make empirical comparisons of popular clustering algorithms which are hierarchical and non hierarchical techniques using Silhouette measure. We use silhouette information to evaluate the clustering results such as the number of clusters and cluster variance. We verify our comparison study by experimental results using data sets from UCI machine learning repository. Therefore we are able to use efficient and objective clustering algorithms.
목차
Abstract
1. Introduction
2. Related Works
3. Empirical Comparisons of Clustering Algorithms using Silhouette Information
4. Experiments and Results
5. Conclusions and Future Works
References
참고문헌 (19)
참고문헌 신청
1. [단행본] - J. Han / 2001 / Data Mining Concepts and Techniques / Morgan Kaufmann
2. [단행본] - P.-N. Tan / 2006 / Introduction to Data Mining / Addison Wesley
3. [단행본] - A. S. Pandya / 1995 / Pattern Recognition with Neural Networks in C++ / IEEE Press
4. [학술지(정기간행물)] - 전성해 / 2006 / An optimal clustering using hybrid self organizing map / International Journal of Fuzzy Logic and Intelligent systems 6 (1) : 10 ~ 14
6. [인터넷자원] - / / UCI ML Repository
2. [단행본] - P.-N. Tan / 2006 / Introduction to Data Mining / Addison Wesley
3. [단행본] - A. S. Pandya / 1995 / Pattern Recognition with Neural Networks in C++ / IEEE Press
4. [학술지(정기간행물)] - 전성해 / 2006 / An optimal clustering using hybrid self organizing map / International Journal of Fuzzy Logic and Intelligent systems 6 (1) : 10 ~ 14
6. [인터넷자원] - / / UCI ML Repository
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