Proposal of New Gene Filtering Method, BagPART, for Gene Expression Analysis with Small Sample(BIOINFORMATICS)
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概要
- 論文の詳細を見る
A significant problem in gene expression analysis is that the sample size is substantially lower than the number of genes. Bagging is an effective method of solving this problem in the case of small sample datasets. We have devised a combination method, called the BagPART filtering method, that uses the projective adaptive resonance theory (PART) to select important genes and achieve a binary classification more accurately (p<10^<-10>) than conventional methods, particularly when the sample size is small.
- 社団法人日本生物工学会の論文
- 2008-01-25
著者
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Honda Hiroyuki
Department of Biotechnology, School of Engineering, Nagoya University
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TAKAHASHI Hiro
Department of Biological Chemistry, College of Bioscience and Biotechnology, Chubu University
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高橋 広夫
中部大・応生・応生化
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KAWAMURA Takashi
Department of Preventive Medicine, Nagoya University School of Medicine
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Honda Hiroyuki
Department Of Bioengineering Tokyo Institute Of Technology
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Honda Hiroyuki
Department Of Biotechnology School Of Engineering Nagoya University:mext Innovative Research Center
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Takahashi Hiro
Department Of Biotechnology School Of Engineering Nagoya University
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Takahashi Hiro
Department Of Biological Chemistry College Of Bioscience And Biotechnology Chubu University
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Takahashi Hiro
Department Of Biotechnology School Of Engineering Nagoya University:(present Office)college Of Biosc
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Takahashi Hiro
Research Fellow Of The Japan Society For The Promotion Of Science (jsps):department Of Biotechnology
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高橋 広夫
中部大学応用生物学部植物バイオ研究センター
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高橋 広夫
Department Of Biological Chemistry College Of Bioscience And Biotechnology Chubu University
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Kawamura Takashi
Department Of Biotechnology School Of Engineering Nagoya University
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Honda Hiroyuki
Department Of Anesthesia Niigata City General Hospital
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Takahashi Hiro
Department Of Advanced Bioscience Faculty Of Agriculture Kinki University
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高橋 広夫
千葉大院・園芸
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