Genome Biology

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New feature subset selection procedures for classification of expression profiles

Trond H Bø* and Inge Jonassen

Genome Biology 2002, 3:research0017-research0017.11 doi:10.1186/gb-2002-3-4-research0017

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Research article   Open Access

Gene selection and classification for cancer microarray data based on machine learning and similarity measures

Qingzhong Liu, Andrew H Sung, Zhongxue Chen, Jianzhong Liu, Lei Chen, Mengyu Qiao, Zhaohui Wang, Xudong Huang, Youping Deng BMC Genomics 2011, 12(Suppl 5):S1 (23 December 2011)

Methodology article   Open Access Highly Accessed

Identifying cancer biomarkers by network-constrained support vector machines

Li Chen, Jianhua Xuan, Rebecca B Riggins, Robert Clarke, Yue Wang BMC Systems Biology 2011, 5:161 (12 October 2011)

Research article   Open Access Highly Accessed

Microarray-based cancer prediction using single genes

Xiaosheng Wang, Richard Simon BMC Bioinformatics 2011, 12:391 (7 October 2011)

Methodology article   Open Access Highly Accessed

Prediction of the outcome of preoperative chemotherapy in breast cancer using DNA probes that provide information on both complete and incomplete responses

René Natowicz, Roberto Incitti, Euler Horta, Benoît Charles, Philippe Guinot, Kai Yan, Charles Coutant, Fabrice Andre, Lajos Pusztai, Roman Rouzier BMC Bioinformatics 2008, 9:149 (15 March 2008)

Methodology article   Open Access

Gene selection for classification of microarray data based on the Bayes error

Ji-Gang Zhang, Hong-Wen Deng BMC Bioinformatics 2007, 8:370 (3 October 2007)

Research article   Open Access

A comparison of univariate and multivariate gene selection techniques for classification of cancer datasets

Carmen Lai, Marcel JT Reinders, Laura J van't Veer, Lodewyk FA Wessels BMC Bioinformatics 2006, 7:235 (2 May 2006)

Research article   Open Access

Improved variance estimation of classification performance via reduction of bias caused by small sample size

Ulrika Wickenberg-Bolin, Hanna Göransson, Mårten Fryknäs, Mats G Gustafsson, Anders Isaksson BMC Bioinformatics 2006, 7:127 (13 March 2006)

Research article   Open Access

Classification between normal and tumor tissues based on the pair-wise gene expression ratio

YeeLeng Yap, XueWu Zhang, MT Ling, XiangHong Wang, YC Wong, Antoine Danchin BMC Cancer 2004, 4:72 (7 October 2004)