@incollection{, D815A2903177F59E978F48C1B050442F , author={{DanaBani-Hani} and {PruthakPatel} and {TasneemAlshaikh} and {State University of New York at Binghamton}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}192111 } @incollection{b0, , title={{Random forests}} , author={{ LBreiman }} , journal={{Machine learning}} 45 1 , year={2001} } @incollection{b1, , title={{ARTMAP-IC and medical diagnosis: Instance counting and inconsistent cases}} , author={{ GACarpenter } and { NMarkuzon }} , journal={{Neural Networks}} 11 2 , year={1998} } @incollection{b2, , title={{}} , journal={{Centers for Disease Control and Prevention. Diabetes quick facts}} } @book{b3, , title={{Decision Support System for a Chronic Disease-Diabetes}} , author={{ SSChristina } and { NSantiago }} , year={2018} } @incollection{b4, , title={{Leukemia prediction from gene expression data-a rough set approach}} , author={{ JFang } and { JWGrzymala-Busse }} , booktitle={{International conference on artificial intelligence and soft computing}} Berlin, Heidelberg , publisher={Springer} , year={2006. June} } @incollection{b5, , title={{Hybrid decision tree and naïve Bayes classifiers for multi-class classification tasks}} , author={{ DMFarid } and { LZhang } and { CMRahman } and { MAHossain } and { RStrachan }} , journal={{Expert Systems with Applications}} 41 4 , year={2014} } @incollection{b6, , title={{Diagnosing Parkinson by using artificial neural networks and support vector machines}} , author={{ DGil } and { DJManuel }} , journal={{Global Journal of Computer Science and Technology}} 9 4 , year={2009} } @book{b7, , author={{ IGoodfellow } and { YBengio } and { ACourville } and { YBengio }} , title={{Deep learning}} Cambridge , publisher={MIT press} , year={2016} 1 } @incollection{b8, , title={{Voxel-based Gaussian naïve Bayes classification of ischemic stroke lesions in individual T1-weighted MRI scans}} , author={{ JCGriffis } and { JBAllendorfer } and { JPSzaflarski }} , journal={{Journal of neuroscience methods}} 257 , year={2016} } @incollection{b9, , title={{Individual detection of patients with Parkinson disease using support vector machine analysis of diffusion tensor imaging data: initial results}} , author={{ SHaller } and { SBadoud } and { DNguyen } and { VGaribotto } and { KOLovblad } and { PRBurkhard }} , journal={{American Journal of Neuroradiology}} , year={2012} } @incollection{b10, , title={{ADASYN: Adaptive synthetic sampling approach for imbalanced learning}} , author={{ HHe } and { YBai } and { EAGarcia } and { SLi }} , booktitle={{IEEE International Joint Conference on}} , publisher={IEEE} , year={2008. June. 2008. IJCNN 2008} , note={Neural Networks} } @book{b11, , title={{Adaptation in natural and artificial systems: An introductory analysis with applications to biology, control, and artificial intelligence}} , author={{ JohnHolland } and { Henry }} , year={1992} , publisher={MIT press} } @incollection{b12, , title={{A comparative study of vibrational responsebased impact force localization and quantification using radial basis function network and multilayer perceptron}} , author={{ MSHossain } and { ZCOng } and { ZIsmail } and { SYKhoo }} , journal={{Expert Systems with Applications}} 85 , year={2017} } @book{b13, , title={{A practical guide to support vector classification}} , author={{ CWHsu } and { CCChang } and { CJLin }} , year={2003} } @incollection{b14, , title={{Extreme learning machine: a new learning scheme of feed forward neural networks}} , author={{ GBHuang } and { QYZhu } and { CKSiew }} , booktitle={{IEEE International Joint Conference on}} , publisher={IEEE} , year={2004. July. 2004. 2004} 2 , note={Neural Networks} } @incollection{b15, , title={{Comparison of Bayesian network and support vector machine models for two-year survival prediction in lung cancer patients treated with radiotherapy}} , author={{ KJayasurya } and { GFung } and { SYu } and { CDehing-Oberije } and { DDe Ruysscher } and { AHope } and { WDe Neve } and { YLievens } and { PLambin } and { AL A JDekker }} , journal={{Medical physics}} 37 4 , year={2010} } @incollection{b16, , title={{Learning to classify text using support vector machines: Methods, theory and 36}} , author={{ TJoachims } and { TManninen } and { HHuttunen } and { PRuusuvuori } and { MNykter }} , journal={{PloS one}} 8 8 e72932 , year={2002. 2013} , note={Leukemia prediction using sparse logistic regression} } @incollection{b17, , title={{An oracle based on the general regression neural network. In Systems, Man, and Cybernetics}} , author={{ TMasters } and { WHLand } and { SManiccam }} , booktitle={{IEEE International Conference on}} , publisher={IEEE} , year={1998. 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Expert systems with applications}} , author={{ KPolat } and { SGüne? } and { AArslan }} , year={2008} 34 } @incollection{b22, , title={{Optimal predictive analytics of pima diabetics using deep learning}} , author={{ SRamesh } and { HBalaji } and { NC SIyengar } and { RD&caytiles }} , journal={{diabetes}} 9 10 , year={2017} } @incollection{b23, , title={{Computer-aided diagnosis of Alzheimer's type dementia combining support vector machines and discriminant set of features}} , author={{ JRamírez } and { JMGórriz } and { DSalas-Gonzalez } and { ARomero } and { MLópez } and { IÁlvarez } and { MGómez-Río }} , journal={{Information Sciences}} 237 , year={2013} } @incollection{b24, , title={{The medical applications of attribute weighted artificial immune system (AWAIS): diagnosis of heart and diabetes diseases}} , author={{ S?ahan } and { KPolat } and { HKodaz } and { SGüne? }} , booktitle={{International Conference on Artificial Immune Systems}} Berlin, Heidelberg , publisher={Springer} , year={2005. August} } @incollection{b25, , title={{Diagnosis by volatile organic compounds in exhaled breath from lung cancer patients using support vector machine algorithm}} , author={{ YSakumura } and { YKoyama } and { HTokutake } and { THida } and { KSato } and { TItoh } and { TAkamatsu } and { WShin }} , journal={{Sensors}} 17 2 287 , year={2017} } @incollection{b26, , title={{Using the ADAP learning algorithm to forecast the onset of diabetes mellitus}} , author={{ JWSmith } and { JEEverhart } and { WCDickson } and { WCKnowler } and { RSJohannes }} , booktitle={{Proceedings of the Annual Symposium on Computer Application in Medical Care}} the Annual Symposium on Computer Application in Medical Care , year={1988. November} 261 } @incollection{b27, , title={{}} , journal={{American Medical Informatics Association}} } @incollection{b28, , title={{Comparative evaluation of support vector machines for computer aided diagnosis of lung cancer in CT based on a multi-dimensional data set}} , author={{ TSun } and { JWang } and { XLi } and { PLv } and { FLiu } and { YLuo } and { YGao } and { QZhu } and { XGuo }} , journal={{Computer methods and programs in biomedicine}} 111 2 , year={2013} } @incollection{b29, , title={{A comparative study on diabetes disease diagnosis using neural networks}} , author={{ HTemurtas } and { NYumusak } and { FTemurtas }} , journal={{Expert Systems with applications}} 36 4 , year={2009} } @book{b30, , title={{Improving the prediction rate of diabetes diagnosis using fuzzy, neural network, case based (FNC) approach. Procedia engineering}} , author={{ MThirugnanam } and { PKumar } and { SVSrivatsan } and { CR&nerlesh }} , year={2012} 38 } @incollection{b31, , title={{Elephant herding optimization algorithm for support vector machine parameters tuning}} , author={{ ETuba } and { ZStanimirovic }} , booktitle={{Electronics}} , publisher={ECAI} , year={2017. June} 2017 } @book{b32, , title={{9th International Conference on}} , publisher={IEEE} } @incollection{b33, , title={{Genetic algorithm based feature selection and MOE Fuzzy classification algorithm on Pima Indians Diabetes dataset}} , author={{ RVaishali } and { RSasikala } and { SRamasubbareddy } and { SRemya } and { SNalluri }} , booktitle={{Computing Networking and Informatics (ICCNI}} , publisher={IEEE} , year={2017. October} , note={2017 International Conference on} } @book{b34, , title={{The nature of statistical learning theory}} , author={{ VVapnik }} , year={2013} , publisher={Springer science & business media} } @book{b35, , title={{World Health Organization. 10 facts on diabetes}} } @incollection{b36, , title={{Comparison of machine learning methods for stationary wavelet entropy-based multiple sclerosis detection: decision tree, k-nearest neighbors, and support vector machine}} , author={{ YZhang } and { SLu } and { XZhou } and { MYang } and { LWu } and { BLiu } and { PPhillips } and { SWang }} , journal={{Simulation}} 92 9 , year={2016} } @incollection{b37, , title={{Breast cancer diagnosis based on feature extraction using a hybrid of K-means and support vector machine algorithms}} , author={{ BZheng } and { SWYoon } and { SSLam }} , journal={{Expert Systems with Applications}} 41 4 , year={2014} } @incollection{b38, , title={{Predictive modeling of hospital readmissions using metaheuristics and data mining}} , author={{ BZheng } and { JZhang } and { SWYoon } and { SSLam } and { MKhasawneh } and { SPoranki }} , journal={{Expert Systems with Applications}} 42 20 , year={2015} } @incollection{b39, , title={{An improved early detection method of type-2 diabetes mellitus using multiple classifier system}} , author={{ JZhu } and { QXie } and { KZheng }} , journal={{Information Sciences}} 292 , year={2015} }