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作者：Kaijun Wang, Jie Zheng, Junying Zhang, Jiyang Don 题目：Estimating the Number of Clusters via System Evolution for Cluster Analysis of Gene Expression Data 期刊：IEEE Transactions on Information Technology in Biomedicine ISSN:1089-7771 年份：2009 要15位的UT ISI号, 也请一并提供你查询时导出的那些信息(越详细越好). 谢谢了! |
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hitechceram
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sunices(金币+5):是的, 谢谢 2010-06-02 21:57:38
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ISI:000269518900021 是不是这个？ 具体： FN ISI Export Format VR 1.0 PT J AU Wang, KJ Zheng, J Zhang, JY Dong, JY AF Wang, Kaijun Zheng, Jie Zhang, Junying Dong, Jiyang TI Estimating the Number of Clusters via System Evolution for Cluster Analysis of Gene Expression Data SO IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE AB The estimation of the number of clusters (NC) is one of crucial problems in the cluster analysis of gene expression data. Most approaches available give their answers without the intuitive information about separable degrees between clusters. However, this information is useful for understanding cluster structures. To provide this information, we propose system evolution (SE) method to estimate NC based on partitioning around medoids (PAM) clustering algorithm. SE analyzes cluster structures of a dataset from the viewpoint of a pseudothermodynamics system. The system will go to its stable equilibrium state, at which the optimal NC is found, via its partitioning process and merging process. The experimental results on simulated and real gene expression data demonstrate that the SE works well on the data with well-separated clusters and the one with slightly overlapping clusters. SN 1089-7771 PD SEP PY 2009 VL 13 IS 5 BP 848 EP 853 DI 10.1109/TITB.2009.2025119 UT ISI:000269518900021 ER [ Last edited by hitechceram on 2010-6-2 at 21:46 ] |
2楼2010-06-02 21:41:54
xinren08
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3楼2010-06-02 22:24:08
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