Establishing a small-scale center of excellence in cluster analysis by soft computing methodology
Establishing a small-scale center of excellence in cluster analysis by soft computing methodology
批准号:
16300065
负责人:
MIYAMOTO Sadaaki
金额:
$9.02万
依托单位:
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research (B)
财政年份:
2004
资助国家:
日本
项目状态:
已结题
起止时间:
2004 至 2006
中文摘要
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英文摘要
The aim of this project is to promote researches in methods of fuzzy clustering and related algorithms, whereby establishing a small scale 'center of excellence' which is known among researchers of this field of study in the world. To attain this goal, two activities have been done : one is to study various aspects of fuzzy and related clustering algorithms with applications ; the other is to make our studies known throughout the world. Concretely, we have done the next investigations for the former purpose :(1) investigations of crisp and fuzzy clustering algorithms with nonlinear cluster boundaries,(2) development of learning algorithms for clustering and combination with crisp/fuzzy clustering algorithms(3) the kernel method : its fundamentals and applications to clustering algorithms(4) combination between a clustering algorithms and methods in multivariate analysis(5) applications to data mining(6) applications to information and image retrieval(7) algorithms in possibilistic clus … More tering(8) clustering algorithms for data with tolerance(9) visualization of clusters in high-dimensional spaces(10) generalizations of validity functions for clusters and application to evaluation of different clustering algorithmsFor the second goal to spread our results, we have organized many special sessions :(1) we have organized special sessions of clustering in FUZZ-IEEE2004, 2005, and 2006 ; in FUZZ-IEEE2006, we have collected 18 papers including our own papers in 3 sessions that are comparable with ordinary sessions.(2) We have organized special sessions in a number of other international conferences : KES, NOLTA, SCIS, MDAI and collected many papers not only those from our groups but from throughout the world,(3) In Fuzzy System Symposium 2004, 2005, and 2006 in Japan, we have organized special sessions in clustering. A major part of studies in clustering in Japan have been presented in these sessions.(4) We have prepared a manuscript for a monograph in clustering and made a contract with Springer. We will publish this book in next year.Finally, the research report was made that collects major part of our studies in the three years. Less
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Regularized Discriminant in the Setting of Fuzzy c-Means Classifier
模糊c均值分类器设置中的正则判别式
DOI:
--
发表时间:
2006
期刊:
Proc. of 2006 IEEE International Conference on Fuzzy Systems
影响因子:
--
作者:
[H.Ichihashi, K.Honda, T.Hattori]
通讯作者:
T.Hattori
DOI:
--
发表时间:
2006
期刊:
Proc. of SCIS & ISIS2006
影响因子:
--
作者:
[H.Haruyama, Y.Endo]
通讯作者:
Y.Endo
L1-Norm based Fuzzy Clustering for Data with Tolerance
基于 L1 范数的容差数据模糊聚类
DOI:
--
发表时间:
2006
期刊:
Proc.of 2006 IEEE International Conference on Fuzzy Systems
影响因子:
--
作者:
[Y.Endo, R.Murata, H.Toyoda, S.Miyamoto]
通讯作者:
S.Miyamoto
Image Clustering for the Exploration of Video Sequence
用于探索视频序列的图像聚类
DOI:
--
发表时间:
2006
期刊:
Journal of American Society for Information Science and Technology (in press)
影响因子:
--
作者:
[V.Torra, S.lanau, S.Miyamoto]
通讯作者:
S.Miyamoto
A New Approach to Fuzzification of Memberships in Cluster Analysis
聚类分析中成员资格模糊化的新方法
DOI:
--
发表时间:
2005
期刊:
Proc. of MDAI2005, LNAI, Springer 3558
影响因子:
--
作者:
[K.Honda, H.Ichihashi]
通讯作者:
H.Ichihashi
共 77 条
Traditional method versus heuristic techniques for Social Network clustering
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批准号:26330270
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项目类别:Grant-in-Aid for Scientific Research (C)
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资助金额:$2.91万
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财政年份:2014
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负责人:MIYAMOTO Sadaaki
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依托单位:
Study of semi-supervised clustering and challenge to constrained mixture distributions
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批准号:23500269
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项目类别:Grant-in-Aid for Scientific Research (C)
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资助金额:$3.33万
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财政年份:2011
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负责人:MIYAMOTO Sadaaki
-
依托单位:
Establishing the method of rough set clustering
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批准号:19300074
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项目类别:Grant-in-Aid for Scientific Research (B)
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资助金额:$11.9万
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财政年份:2007
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负责人:MIYAMOTO Sadaaki
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依托单位:
Study of information retrieval system using multiset model and clustering
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批准号:13680475
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项目类别:Grant-in-Aid for Scientific Research (C)
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资助金额:$2.24万
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财政年份:2001
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负责人:MIYAMOTO Sadaaki
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依托单位:
Development of a Fuzzy Information Retrieval System
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批准号:01850086
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项目类别:Grant-in-Aid for Developmental Scientific Research
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资助金额:$5.06万
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财政年份:1989
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负责人:MIYAMOTO Sadaaki
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依托单位:
海外基金