@incollection{, 240ACBFB6A7CB7FD0665EF5502A65311 , author={{T.Jaga PriyaVathana} and {C.Saravanabhavan} and {Dr.J.Vellingiri} and {Kongunadu College of Engineering and Technology/Anna University Chennai}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}13104756 } @incollection{b0, , title={{Algorithms for Identifying Relevant Features}} , author={{ HAlmuallim } and { TGDietterich }} , booktitle={{Proceedings of the 9th Canadian Conference on AI}} the 9th Canadian Conference on AI , year={1992} } @incollection{b1, , title={{Learning boolean concepts in the presence of many irrelevant features}} , author={{ HAlmuallim } and { TGDietterich }} , journal={{Artificial Intelligence}} 69 1-2 , year={1994} } @incollection{b2, , title={{A feature set measure based on relief}} , author={{ AArauzo-Azofra } and { JMBenitez } and { JLCastro }} , booktitle={{Proceedings of the fifth international conference on Recent Advances in Soft Computing}} the fifth international conference on Recent Advances in Soft Computing , year={2004} } @incollection{b3, , title={{Distributional clustering of words for text classification}} , author={{ LDBaker } and { AKMccallum }} , booktitle={{Proceedings of the 21st Annual international ACM SIGIR Conference on Research and Development in information Retrieval}} the 21st Annual international ACM SIGIR Conference on Research and Development in information Retrieval , year={1998} } @incollection{b4, , title={{Using mutual information for selecting features in supervised neural net learning}} , author={{ RBattiti }} , journal={{IEEE Transactions on Neural Networks}} 5 4 , year={1994} , note={confirm the results as advised by Demsar. All the ??} } @incollection{b5, , title={{A formalism for relevance and its application in feature subset selection}} , author={{ DABell } and { HWang }} , booktitle={{Machine Learning}} , year={2000} 41 } @incollection{b6, , title={{Features election for highdimensionaldata -son redundancy based filter}} , author={{ JBiesiada } and { WDuch }} , journal={{Advancesin Soft Computing}} 45 8 } @incollection{b7, , title={{On Feature Se-lection through Clustering}} , author={{ RButterworth } and { GPiatetsky-Shapiro } and { DASimovici }} , booktitle={{Proceedings of the Fifth IEEE international Conference on Data Mining}} the Fifth IEEE international Conference on Data Mining , year={2005} } @incollection{b8, , title={{Using decision trees to improve casebased learning}} , author={{ CCardie }} , booktitle={{Pro-ceedings of Tenth International Conference on Machine Learning}} , year={1993} } @incollection{b9, , title={{Mining of Attribute Interactions Using Information Theoretic Metrics}} , author={{ PChanda } and { YCho } and { AZhang } and { MRamanathan }} , booktitle={{Proceedings of IEEE international Conference on Data Mining Workshops}} IEEE international Conference on Data Mining Workshops , year={2009} } @incollection{b10, , title={{ReliefMSS: a variation on a feature ranking Relief algorithm}} , author={{ SChikhi } and { SBenhammada }} , journal={{Int. J. Bus. Intell. Data Min}} 4 , year={2009} } @incollection{b11, , title={{Fast Effective Rule Induction}} , author={{ WCohen }} , booktitle={{Proc. 12th international Conf. Machine Learning (ICML'95)}} 12th international Conf. Machine Learning (ICML'95) , year={1995} } @incollection{b12, , title={{Feature Selection for Classification}} , author={{ MDash } and { HLiu }} , journal={{Intelligent Data Analysis}} 1 3 , year={1997} } @incollection{b13, , title={{Consistency based feature Selection}} , author={{ MDash } and { HLiu } and { HMotoda }} , booktitle={{Proceedings of the Fourth Pacific Asia Conference on Knowledge Discovery and Data Mining}} the Fourth Pacific Asia Conference on Knowledge Discovery and Data Mining , year={2000} } @incollection{b14, , title={{Filters, wrappers and a boosting-based hybrid for feature Selection}} , author={{ SDas }} , booktitle={{Proceedings of the Eighteenth International Conference on MachineLearning}} the Eighteenth International Conference on MachineLearning , year={2001} } @incollection{b15, , title={{Consistency-based search in feature selection}} , author={{ MDash } and { HLiu }} , journal={{Artificial Intelligence}} 151 1-2) , year={2003} } @incollection{b16, , title={{Statistical comparison of classifiers over multiple data sets}} , author={{ JDemsar }} , journal={{J. Mach. Learn. Res}} 7 , year={2006} } @incollection{b17, , title={{A divisive information theoretic feature clustering algorithm for text classification}} , author={{ ISDhillon } and { SMallela } and { RKumar }} , journal={{J. Mach. Learn. Res}} 3 , year={2003} } @incollection{b18, , title={{Small sample issues for microarray-based classification}} , author={{ ERDougherty }} , journal={{Comparative and Functional Genomics}} 2 1 , year={2001} } @incollection{b19, , title={{Multi-interval discretization of continuous-valued attributes for classification learning}} , author={{ UFayyad } and { KIrani }} , booktitle={{Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence}} the Thirteenth International Joint Conference on Artificial Intelligence , year={1993} }