@incollection{, 9041D620A74D54D34EF76F74A6520F8D , author={{K.Geetha} and {S. SanthoshBaboo} and {Periyar University}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}16119 } @incollection{b0, , title={{Fuzzy and hard clustering analysis for thyroid disease}} , author={{ AhmadAzar } and { Taher } and { AhmedShaimaa } and { AboulEllaEl-Said } and { Hassanien }} , journal={{Computer methods and programs in biomedicine}} 111 , year={2013} } @incollection{b1, , title={{A novel clustering approach: Artificial Bee Colony (ABC) algorithm}} , author={{ DervisKaraboga } and { CelalOzturk }} , journal={{Applied soft computing}} 11 , year={2011} } @incollection{b2, , title={{Data mining over biological datasets: An integrated approach based on computational intelligence}} , author={{ GeorginaStegmayer } and { MatiasGerard } and { DiegoHMilone }} , journal={{Computational Intelligence Magazine, IEEE}} 7 , year={2012} } @incollection{b3, , title={{Medical application of information gain References Références Referencias based artificial immune recognition system (AIRS): Diagnosis of thyroid disease}} , author={{ HKodaz } and { SÖz?en } and { AArslan } and { SGüne? }} , journal={{Expert Systems with Applications}} 36 2 , year={2009} } @incollection{b4, , title={{Medical data mining using evolutionary computation}} , author={{ PSNgan } and { MLWong } and { WLam } and { KSLeung } and { JCCheng }} , journal={{Artificial Intelligence in Medicine}} 16 1 , year={1999} } @incollection{b5, , title={{An automatic diagnosis system based on thyroid gland: ADSTG}} , author={{ EsinDogantekin } and { AkifDogantekin } and { DeryaAvci }} , journal={{Expert Systems with Applications}} 37 , year={2010} } @incollection{b6, , title={{ESTDD: Expert system for thyroid diseases diagnosis}} , author={{ AliKele? } and { AytürkKele? }} , journal={{Expert Systems with Applications}} 34 , year={2008} } @incollection{b7, , title={{Novel swarm optimization for mining classification rules on thyroid gland data}} , author={{ Wei-ChangYeh }} , journal={{Information Sciences}} 197 , year={2012} } @incollection{b8, , title={{On the performance of artificial bee colony (ABC) algorithm}} , author={{ DervisKaraboga } and { BahriyeBasturk }} , journal={{Applied soft computing}} 8 , year={2008} } @incollection{b9, , title={{Finding groups in data: Cluster analysis with ants}} , author={{ UrszulaBoryczka }} , journal={{Applied Soft Computing}} 9 , year={2009} } @incollection{b10, , title={{Constraining and summarizing association rules in medical data}} , author={{ CarlosOrdonez } and { NorbertoEzquerra } and { CesarASantana }} , journal={{Knowledge and Information Systems}} 9 3 , year={2006} } @incollection{b11, , title={{A three-stage expert system based on support vector machines for thyroid disease diagnosis}} , author={{ HLChen } and { BYang } and { GWang } and { JLiu } and { YDChen } and { DYLiu }} , journal={{Journal of medical systems}} 36 3 , year={2012} } @incollection{b12, , title={{A hybrid evolutionary algorithm for attribute selection in data mining}} , author={{ KayTan } and { Chen }} , journal={{Expert Systems with Applications}} 36 , year={2009} } @incollection{b13, , title={{Data preprocessing for supervised leaning}} , author={{ SBKotsiantis } and { DKanellopoulos } and { PEPintelas }} , journal={{International Journal of Computer Science}} 1 2 , year={2006} } @book{b14, , title={{Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations}} , author={{ HIWitten } and { EFrank }} , year={2000} , publisher={Morgan Kaufmann} , address={San Francisco, CA, USA} } @incollection{b15, , title={{Multi filtration feature selection (MFFS) to improve discriminatory ability in clinical data set}} , author={{ SSasikala } and { SAppavu Alias Balamurugan } and { SGeetha }} , journal={{Applied Computing and Informatics}} , year={2014} } @incollection{b16, , title={{Feature selection for high-dimensional genomic microarray data}} , author={{ EXing } and { MJordan } and { RKarp }} , booktitle={{Machine Learning}} , editor={ CEBrodely APDanyluk } San Francisco,CA, USA , publisher={Morgan Kaufmann Publishers Inc} , year={2001} } @incollection{b17, , title={{Feature selection based verification/identification system using fingerprints and palm print}} , author={{ MMJazzar } and { GMuhammad }} , journal={{Arabian J. Sci. Eng}} 38 4 , year={2013} } @incollection{b18, , title={{IGFbagging: Information gain based feature selection for bagging}} , author={{ GWang } and { MJian } and { SYang }} , journal={{International Journal of Innovative Computing, Information and Control}} 7 11 , year={2011} } @incollection{b19, , title={{A differential evolution approach to dimensionality reduction for classification needs}} , author={{ GoranMartinoyi? } and { Dra?enBajer } and { BrunoZori? }} , journal={{International Journal of Applied Mathematics and Computer Science}} 24 , year={2014} } @incollection{b20, , title={{Overfitting in wrapper-based feature subset selection: The harder you try the worse it gets}} , author={{ JLoughrey } and { PCunningham }} , booktitle={{The Twenty-fourth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence}} , editor={ MBramer FCoenen TAllen } Berlin/Heidelberg , publisher={Springer} , year={2004} } @incollection{b21, , title={{Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces}} , author={{ RStorn } and { KPrice }} , journal={{Journal of Global Optimization}} 11 4 , year={1997} } @book{b22, , title={{Differential Evolution. A Practical Approach to Global Optimization}} , author={{ KVPrice } and { RMStorn } and { JALampinen }} , year={2005} , publisher={Springer-Verlag} , address={Berlin/Heidelberg} } @book{b23, , title={{Introduction to Evolutionary Algorithms}} , author={{ YXinjie } and { GMitsuo }} , year={2010} , publisher={Springer-Verlag} , address={London} } @incollection{b24, , title={{Naive bayes classifiers}} , author={{ KevinPMurphy }} , booktitle={{University of}} British Columbia , year={2006} } @book{b25, , title={{Pattern Recognition: An Algorithmic Approach}} , author={{ MNarasimha Murty } and { VSusheela Devi }} , year={2011} }