DISTINGUISHABILITY BASED WEIGHTED FEATURE SELECTION USING COLUMN WISE K NEIGHBORHOOD FOR THE CLASSIFICATION OF GENE MICROARRAY DATASET
作者： Jeyachidra
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摘要: In data mining, much research is being carried out to discover the previously unknown, valid, novel, useful and understandable patterns in large databases. The must be actionable so that they might used for decision making a variety of applications healthcare. this study, feature subset selection an important area, where many approaches have been proposed. Hence, authors chosen three existing algorithms analyzed their performance using publicly available standard colon tumor dataset. methods evaluated compared each method with DWFS-CKN under study.
thescipub.com参考文章(12)
Kenji Kira, Larry A. Rendell, A Practical Approach to Feature Selection international conference on machine learning. pp. 249- 256 ,(1992) , 10.1016/B978-1-55860-247-2.50037-1
Xiyi Hang, Fang-Xiang Wu, Sparse representation for classification of tumors using gene expression data. BioMed Research International. ,vol. 2009, pp. 403689- 403689 ,(2009) , 10.1155/2009/403689
Zhenyu Wang, Vasile Palade, A Comprehensive Fuzzy-Based Framework for Cancer Microarray Data Gene Expression Analysis bioinformatics and bioengineering. pp. 1003- 1010 ,(2007) , 10.1109/BIBE.2007.4375680
Iffat A. Gheyas, Leslie S. Smith, Feature subset selection in large dimensionality domains Pattern Recognition. ,vol. 43, pp. 5- 13 ,(2010) , 10.1016/J.PATCOG.2009.06.009
Lipo Wang, Feng Chu, Wei Xie, Accurate Cancer Classification Using Expressions of Very Few Genes IEEE/ACM Transactions on Computational Biology and Bioinformatics. ,vol. 4, pp. 40- 53 ,(2007) , 10.1109/TCBB.2007.1006
Alireza Osareh, Bita Shadgar, Microarray data analysis for cancer classification international symposium health informatics and bioinformatics. pp. 125- 132 ,(2010) , 10.1109/HIBIT.2010.5478893
Jian J Dai, Linh Lieu, David Rocke, Dimension Reduction for Classification with Gene Expression Microarray Data Statistical Applications in Genetics and Molecular Biology. ,vol. 5, pp. 1- 21 ,(2006) , 10.2202/1544-6115.1147
J. Ross Quinlan, C4.5: Programs for Machine Learning ,(1992)
D. Huang, T.W.S. Chow, E.W.M. Ma, Jinyan Li, Efficient selection of discriminative genes from microarray gene expression data for cancer diagnosis IEEE Transactions on Circuits and Systems. ,vol. 52, pp. 1909- 1918 ,(2005) , 10.1109/TCSI.2005.852013
Hanchuan Peng, Fuhui Long, C. Ding, Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 27, pp. 1226- 1238 ,(2005) , 10.1109/TPAMI.2005.159