TY - JOUR AU - Saeys, Y. AU - Lnza, I. AU - Larrañaga, P. PY - 2007 DA - 2007// TI - A review of feature selection techniques in bioinformatics JO - Bioinformatics VL - 23 UR - https://doi.org/10.1093/bioinformatics/btm344 DO - 10.1093/bioinformatics/btm344 ID - Saeys2007 ER - TY - JOUR AU - Somorjai, R. L. AU - Dolenko, B. AU - Baumgartner, R. AU - Crow, J. E. AU - Moore, J. H. PY - 2003 DA - 2003// TI - Class prediction and discovery using gene microarray and proteomics mass spectroscopy data: curses, caveats, cautions JO - Bioinformatics VL - 19 UR - https://doi.org/10.1093/bioinformatics/btg182 DO - 10.1093/bioinformatics/btg182 ID - Somorjai2003 ER - TY - JOUR AU - Wang, Y. AU - Makedon, F. AU - Ford, J. AU - Pearlman, J. PY - 2005 DA - 2005// TI - Hykgene: a hybrid approach for selecting marker genes for phenotype classification using microarray gene expression data JO - Bioinformatics VL - 21 UR - https://doi.org/10.1093/bioinformatics/bti192 DO - 10.1093/bioinformatics/bti192 ID - Wang2005 ER - TY - JOUR AU - Jafari, P. AU - Azuaje, F. PY - 2006 DA - 2006// TI - An assessment of recently published gene expression data analyses: reporting experimental design and statistical factors JO - BMC Med Inform Decis Mak VL - 6 UR - https://doi.org/10.1186/1472-6947-6-27 DO - 10.1186/1472-6947-6-27 ID - Jafari2006 ER - TY - JOUR AU - Robnik-Šikonja, M. AU - Kononenko, I. PY - 2003 DA - 2003// TI - Theoretical and empirical analysis of relieff and rrelieff JO - Machine Learning VL - 53 UR - https://doi.org/10.1023/A:1025667309714 DO - 10.1023/A:1025667309714 ID - Robnik-Šikonja2003 ER - TY - JOUR AU - Su, Y. AU - Murali, T. AU - Pavlovic, V. AU - Schaffer, M. AU - Kasif, S. PY - 2003 DA - 2003// TI - Rankgene: identification of diagnostic genes based on expression data JO - Bioinformatics VL - 19 UR - https://doi.org/10.1093/bioinformatics/btg179 DO - 10.1093/bioinformatics/btg179 ID - Su2003 ER - TY - JOUR AU - Kohavi, R. AU - John, G. PY - 1997 DA - 1997// TI - Wrapper for feature subset selection JO - Artificial Intelligence VL - 97 UR - https://doi.org/10.1016/S0004-3702(97)00043-X DO - 10.1016/S0004-3702(97)00043-X ID - Kohavi1997 ER - TY - JOUR AU - Blum, A. AU - Langley, P. PY - 1997 DA - 1997// TI - Selection of relevant features and examples in machine learning JO - Artificial Intelligence VL - 97 UR - https://doi.org/10.1016/S0004-3702(97)00063-5 DO - 10.1016/S0004-3702(97)00063-5 ID - Blum1997 ER - TY - JOUR AU - Li, L. AU - Weinberg, C. AU - Darden, T. AU - Pedersen, L. PY - 2001 DA - 2001// TI - Gene selection for sample classification based on gene expression data: study of sensitivity to choice of parameters of the GA/KNN method JO - Bioinformatics VL - 17 UR - https://doi.org/10.1093/bioinformatics/17.12.1131 DO - 10.1093/bioinformatics/17.12.1131 ID - Li2001 ER - TY - JOUR AU - Ooi, C. AU - Tan, P. PY - 2003 DA - 2003// TI - Genetic algorithms applied to multi-class prediction for the analysis of gene expression data JO - Bioinformatics VL - 19 UR - https://doi.org/10.1093/bioinformatics/19.1.37 DO - 10.1093/bioinformatics/19.1.37 ID - Ooi2003 ER - TY - JOUR AU - Jirapech-Umpai, T. AU - Aitken, S. PY - 2005 DA - 2005// TI - Feature selection and classification for microarray data analysis: Evolutionary methods for identifying predictive genes JO - BMC Bioinformatics VL - 6 UR - https://doi.org/10.1186/1471-2105-6-148 DO - 10.1186/1471-2105-6-148 ID - Jirapech-Umpai2005 ER - TY - JOUR AU - Liu, J. AU - Cutler, G. AU - Li, W. AU - Pan, Z. AU - Peng, S. AU - Hoey, T. AU - Chen, L. AU - Ling, X. PY - 2005 DA - 2005// TI - Multiclass cancer classification and biomarker discovery using GA-based algorithm JO - Bioinformatics VL - 21 UR - https://doi.org/10.1093/bioinformatics/bti419 DO - 10.1093/bioinformatics/bti419 ID - Liu2005 ER - TY - JOUR AU - Inza, I. AU - Sierra, B. AU - Blanco, R. AU - Larrañaga, P. PY - 2002 DA - 2002// TI - Gene selection by sequential search wrapper approaches in microarray cancer class prediction JO - Journal of Intelligent and Fuzzy Systems VL - 12 ID - Inza2002 ER - TY - JOUR AU - Kudo, M. AU - Sklansky, J. PY - 2000 DA - 2000// TI - Comparison of algorithms that select features for pattern classifiers JO - Pattern Recognition VL - 33 UR - https://doi.org/10.1016/S0031-3203(99)00041-2 DO - 10.1016/S0031-3203(99)00041-2 ID - Kudo2000 ER - TY - JOUR AU - Quinlan, J. R. PY - 2004 DA - 2004// TI - Induction of decision trees JO - Machine Learning VL - 1 ID - Quinlan2004 ER - TY - BOOK AU - Quinlan, J. R. PY - 1993 DA - 1993// TI - C4.5: programs for machine learning PB - Morgan Kaufmann CY - San Mateo, CA ID - Quinlan1993 ER - TY - JOUR AU - Yang, Y. H. AU - Xiao, Y. AU - Segal, M. R. PY - 2005 DA - 2005// TI - Identifying differentially expressed genes from microarray experiments via statistic synthesis JO - Bioinformatics VL - 21 UR - https://doi.org/10.1093/bioinformatics/bti108 DO - 10.1093/bioinformatics/bti108 ID - Yang2005 ER - TY - JOUR AU - Hassan, M. AU - Hossain, M. AU - Bailey, J. AU - Macintyre, G. AU - Ho, J. AU - Ramamohanarao, K. PY - 2009 DA - 2009// TI - A voting approach to identify a small number of highly predictive genes using multiple classifiers JO - BMC Bioinformatics VL - 10 UR - https://doi.org/10.1186/1471-2105-10-S1-S19 DO - 10.1186/1471-2105-10-S1-S19 ID - Hassan2009 ER - TY - JOUR AU - Liu, B. AU - Cui, Q. AU - Jiang, T. AU - Ma, S. PY - 2004 DA - 2004// TI - A combinational feature selection and ensemble neural network method for classification of gene expression data JO - BMC Bioinformatics VL - 5 UR - https://doi.org/10.1186/1471-2105-5-136 DO - 10.1186/1471-2105-5-136 ID - Liu2004 ER - TY - JOUR AU - Zhang, Z. AU - Yang, P. PY - 2008 DA - 2008// TI - An ensemble of classifiers with genetic algorithm based feature selection JO - IEEE Intelligent Informatics Bulletin VL - 9 ID - Zhang2008 ER - TY - JOUR AU - Zhang, Z. AU - Yang, P. AU - Wu, X. AU - Zhang, C. PY - 2009 DA - 2009// TI - An agent-based hybrid system for microarray data analysis JO - IEEE Intelligent Systems VL - 24 UR - https://doi.org/10.1109/MIS.2009.92 DO - 10.1109/MIS.2009.92 ID - Zhang2009 ER - TY - CHAP AU - Saeys, Y. AU - Abeel, T. AU - Peer, Y. V. a. n. d. e. PY - 2008 DA - 2008// TI - Robust feature selection using ensemble feature selection techniques BT - Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases. Part II UR - https://doi.org/10.1007/978-3-540-87481-2_21 DO - 10.1007/978-3-540-87481-2_21 ID - Saeys2008 ER - TY - BOOK AU - Witten, I. H. AU - Frank, M. D. PY - 2005 DA - 2005// TI - Data Mining: Practical Machine Learning Tools and Techniques ID - Witten2005 ER - TY - BOOK AU - Mitchell, T. PY - 1997 DA - 1997// TI - Machine Learning ID - Mitchell1997 ER - TY - CHAP AU - Dietterich, T. G. PY - 2000 DA - 2000// TI - Ensemble methods in machine learning BT - Proceedings of Multiple Classifier System UR - https://doi.org/10.1007/3-540-45014-9_1 DO - 10.1007/3-540-45014-9_1 ID - Dietterich2000 ER - TY - JOUR AU - Tsymbal, A. AU - Pechenizkiy, M. AU - Cunningham, P. PY - 2005 DA - 2005// TI - Diversity in search strategies for ensemble feature selection JO - Information Fusion VL - 6 UR - https://doi.org/10.1016/j.inffus.2004.04.003 DO - 10.1016/j.inffus.2004.04.003 ID - Tsymbal2005 ER - TY - JOUR AU - Bontempi, G. PY - 2007 DA - 2007// TI - A blocking strategy to improve gene selection for classification of gene expression data JO - IEEE/ACM Transactions on Computational Biology and Bioinformatcis VL - 4 UR - https://doi.org/10.1109/TCBB.2007.1014 DO - 10.1109/TCBB.2007.1014 ID - Bontempi2007 ER - TY - JOUR AU - Lam, L. AU - Suen, Y. PY - 1997 DA - 1997// TI - Application of majority voting to pattern recognition: an analysis of its behaviour and performance JO - IEEE Transactions on Systems, Man, and Cybernetics VL - 27 UR - https://doi.org/10.1109/3468.618255 DO - 10.1109/3468.618255 ID - Lam1997 ER - TY - CHAP AU - Ruta, D. AU - Gabrys, B. PY - 2001 DA - 2001// TI - Application of the evolutionary algorithms for classifier selection in multiple classifier systems with majority voting BT - Proceedings of MCS 2001, LNCS 2096 ID - Ruta2001 ER - TY - JOUR AU - Golub, T. AU - Slonim, D. AU - Tamayo, T. AU - Huard, C. AU - Gaasenbeek, M. AU - Mesirov, J. AU - Coller, H. AU - Loh, M. AU - Downing, J. AU - Caligiuri, M. PY - 1999 DA - 1999// TI - Molecular classification of cancer: class discovery and class prediction by gene expression monitoring JO - Science VL - 286 UR - https://doi.org/10.1126/science.286.5439.531 DO - 10.1126/science.286.5439.531 ID - Golub1999 ER - TY - JOUR AU - Alon, U. AU - Barkai, N. AU - Notterman, D. AU - Gish, K. AU - Ybarra, S. AU - Mack, D. AU - Levine, A. PY - 1999 DA - 1999// TI - Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays JO - PNAS VL - 96 UR - https://doi.org/10.1073/pnas.96.12.6745 DO - 10.1073/pnas.96.12.6745 ID - Alon1999 ER - TY - JOUR AU - Chen, X. AU - Cheung, S. AU - So, S. AU - Fan, S. AU - Barry, C. AU - Higgins, J. AU - Lai, K. AU - Ji, J. AU - Dudoit, S. AU - Ng, I. PY - 2002 DA - 2002// TI - Gene expression patterns in human liver cancers JO - Molecular Biology of the Cell VL - 13 UR - https://doi.org/10.1091/mbc.02-02-0023. DO - 10.1091/mbc.02-02-0023. ID - Chen2002 ER - TY - JOUR AU - Armstrong, S. AU - Staunton, J. AU - Silverman, L. AU - Pieters, R. AU - den Boer, M. AU - Minden, M. AU - Sallan, S. AU - Lander, E. AU - Golub, T. AU - Korsmeyer, S. PY - 2001 DA - 2001// TI - MLL translocations specify a distinct gene expression profile that distinguishes a unique leukemia JO - Nature Genetics VL - 30 UR - https://doi.org/10.1038/ng765 DO - 10.1038/ng765 ID - Armstrong2001 ER - TY - JOUR AU - Hua, J. AU - Xiong, Z. AU - Lowey, J. AU - Suh, E. AU - Dougherty, E. PY - 2005 DA - 2005// TI - Optimal number of features as a function of sample size for various classification rules JO - Bioinformatics VL - 21 UR - https://doi.org/10.1093/bioinformatics/bti171 DO - 10.1093/bioinformatics/bti171 ID - Hua2005 ER - TY - CHAP AU - Li, W. AU - Yang, Y. PY - 2000 DA - 2000// TI - How many genes are needed for a discriminant microarray data analysis? BT - Proceedings of Critical Assessment of Microarray Data Analysis ID - Li2000 ER - TY - JOUR AU - Dudoit, S. AU - Fridlyand, J. AU - Speed, T. PY - 2002 DA - 2002// TI - Comparison of discrimination methods for the classification of tumors using gene expression data JO - Journal of the American Statistical Association VL - 97 UR - https://doi.org/10.1198/016214502753479248 DO - 10.1198/016214502753479248 ID - Dudoit2002 ER - TY - STD TI - GA/KNN software usage agreement and download[http://www.niehs.nih.gov/research/resources/software/gaknn/] UR - http://www.niehs.nih.gov/research/resources/software/gaknn/ ID - ref37 ER - TY - JOUR AU - Ding, C. AU - Peng, H. PY - 2005 DA - 2005// TI - Minimum redundancy feature selection from microarray gene expression data JO - Journal of Bioinformatics and Computational Biology VL - 3 UR - https://doi.org/10.1142/S0219720005001004 DO - 10.1142/S0219720005001004 ID - Ding2005 ER - TY - STD TI - MFGE project homepage[http://www.cs.usyd.edu.au/~yangpy/software/MFGE] UR - http://www.cs.usyd.edu.au/~yangpy/software/MFGE ID - ref39 ER -