지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
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.13 No.4
- 발행연도
- 2013.12
- 수록면
- 254 - 268 (15page)
이용수
초록· 키워드
오류제보하기
For real-world clustering tasks, the input data is typically not easily separable due to the highly complex data structure or when clusters vary in size, density and shape. Kernel-based clustering has proven to be an effective approach to partition such data. In this paper, we provide an overview of several fuzzy kernel clustering algorithms. We focus on methods that optimize an fuzzy C-mean-type objective function. We highlight the advantages and disadvantages of each method. In addition to the completely unsupervised algorithms, we also provide an overview of some semi-supervised fuzzy kernel clustering algorithms. These algorithms use partial supervision information to guide the optimization process and avoid local minima. We also provide an overview of the different approaches that have been used to extend kernel clustering to handle very large data sets.
목차
Abstract
1. Introduction
2. Unsupervised FuzzyKernel Based Clustering
3. Semi-Supervised Fuzzy Kernel Based Clustering
4. Other Fuzzy Kernel Clustering Algorithms
5. FuzzyKernel Based Clustering for Very Large Data
6. Conclusion
References
참고문헌 (68)
참고문헌 신청
1. [학술지(정기간행물)] - W. Pedrycz / 2008 / Fuzzy clustering with partial supervision in organization and classification of digital images / IEEE Transactions on Fuzzy Systems 16 (4) : 1008 ~ 1026
2. [학술지(정기간행물)] - V. Loia / 2007 / Semantic web content analysis: a study in proximity-based collaborative clustering / IEEE Transactions on Fuzzy Systems 15 (6) : 1294 ~ 1312
3. [학술지(정기간행물)] - H. Frigui / 2008 / Fuzzy clustering and aggregation of relational data with instance-level constraints / IEEE Transactions on Fuzzy Systems 16 (6) : 1565 ~ 1581
4. [학술지(정기간행물)] - Y. J. Horng / 2005 / A new method for fuzzy information retrieval based on fuzzy hierarchical clustering and fuzzy inference techniques / IEEE Transactions on Fuzzy Systems 13 (2) : 216 ~ 228
5. [학술지(정기간행물)] - S. P. Chatzis / 2008 / A fuzzy clustering approach toward Hidden Markov random field models for enhanced spatially constrained image segmentation / IEEE Transactions on Fuzzy Systems 16 (5) : 1351 ~ 1361
2. [학술지(정기간행물)] - V. Loia / 2007 / Semantic web content analysis: a study in proximity-based collaborative clustering / IEEE Transactions on Fuzzy Systems 15 (6) : 1294 ~ 1312
3. [학술지(정기간행물)] - H. Frigui / 2008 / Fuzzy clustering and aggregation of relational data with instance-level constraints / IEEE Transactions on Fuzzy Systems 16 (6) : 1565 ~ 1581
4. [학술지(정기간행물)] - Y. J. Horng / 2005 / A new method for fuzzy information retrieval based on fuzzy hierarchical clustering and fuzzy inference techniques / IEEE Transactions on Fuzzy Systems 13 (2) : 216 ~ 228
5. [학술지(정기간행물)] - S. P. Chatzis / 2008 / A fuzzy clustering approach toward Hidden Markov random field models for enhanced spatially constrained image segmentation / IEEE Transactions on Fuzzy Systems 16 (5) : 1351 ~ 1361
이 논문의 저자 정보
이 논문과 함께 이용한 논문
모바일 로봇의 선도-추종 제어 시스템을 위한 학습 모델 예측 제어기
김기후
,
이상문
대한전기학회 학술대회 논문집
2022
.07
사이버 공격에 대비한 이벤트-트리거 제어방법
이상문
전기의세계
2020
.08
Adaptive Quantization with Fuzzy C-mean Clustering for Liver Ultrasound Compression
Rattiko
,
n Sombutkaew
,
Yothin Kumsang
외 2명
제어로봇시스템학회 국제학술대회 논문집
2014
.10
퍼지 보간 기법을 이용한 Fuzzy Q-learning
金載顯
,
徐一弘
전기학회논문지
1997
.04
퍼지 추론 기반의 멀티에이전트 강화학습 모델
이봉근
,
정재두
,
류근호
한국콘텐츠학회논문지
2009
.10
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2015-004-000991289