Bayesian cluster analysis;
Tight clustering;
Time course gene expression;
Microarray;
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摘要:
Cluster analysis has been widely used to explore thousands of gene expressions from microarray analysis and identify a small number of similar genes (objects) for further detailed biological investigation. However, most clustering algorithms tend to identify loose clusters with too many genes. In this paper, we propose a Bayesian tight clustering method for time course gene expression data, which selects a small number of closely-related genes and constructs tight clusters only with these closely-related genes.
机构:
Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
British Columbia Canc Agcy, Vancouver, BC V5Z 4E6, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Shah, Sohrab P.
Cheung, K-John, Jr.
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机构:
British Columbia Canc Agcy, Vancouver, BC V5Z 4E6, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Cheung, K-John, Jr.
Johnson, Nathalie A.
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机构:
British Columbia Canc Agcy, Vancouver, BC V5Z 4E6, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Johnson, Nathalie A.
Alain, Guillaume
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机构:
Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Alain, Guillaume
Gascoyne, Randy D.
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机构:
British Columbia Canc Agcy, Vancouver, BC V5Z 4E6, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Gascoyne, Randy D.
Horsman, Douglas E.
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机构:
British Columbia Canc Agcy, Vancouver, BC V5Z 4E6, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Horsman, Douglas E.
Ng, Raymond T.
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机构:
Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
Ng, Raymond T.
Murphy, Kevin P.
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机构:
Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
机构:
Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
Chen, Tao
Zhang, Nevin L.
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机构:
Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
Zhang, Nevin L.
Liu, Tengfei
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机构:
Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
Liu, Tengfei
Poon, Kin Man
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机构:
Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
Poon, Kin Man
Wang, Yi
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机构:
Natl Univ Singapore, Dept Comp Sci, Singapore 117417, SingaporeHong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China