@incollection{, 1F5D0E82E7F4D041F8C56DBF9A673956 , author={{TarunRao} and {Acharya Nagarjuna University}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}1414354 } @incollection{b0, , title={{Random Forests for land cover classification}} , author={{ JonAtliPall Oskar Gislason } and { JohannesRBenediktsson } and { Sveinsson }} 10.1016/j.patrec.2005.08.011 , journal={{Pattern Recognition Letters}} 0167-8655 27 4 , year={March 2006} } @incollection{b1, , title={{An assessment of the effectiveness of a random forest classifier for land-cover classification}} , author={{ VFRodriguez-Galiano } and { BGhimire } and { JRogan } and { MChica-Olmo } and { JPRigol-Sanchez }} 10.1016/j.isprsjprs.2011.11.002 , journal={{ISPRS Journal of Photogrammetry and Remote Sensing}} 67 , year={January 2012} , note={Pages 93-104, ISSN0924-2716} } @incollection{b2, , title={{Multiple support vector machines for land cover change detection: An application for mapping urban extensions}} , author={{ HassibaNemmour } and { YoucefChibani }} 10.1016/j.isprsjprs.2006.09.004 , journal={{ISPRS Journal of Photogrammetry and Remote Sensing}} 61 2 , year={November 2006} , note={Pages 125-133,ISSN0924-2716} } @incollection{b3, , title={{Hybrid Bayesian network classifiers: Application to species distribution models}} , author={{ PAAguilera } and { AFernández } and { FReche } and { RRumí }} 10.1016/j.envsoft.2010.04.016 , booktitle={{Environmental Modelling & Software, Volume25, Issue12}} , year={December 2010} } @book{b4, , title={{}} , author={{ TillRumpf } and { ChristophRömer } and { MartinWeis } and { MarkusSökefeld } and { RolandGerhards } and { LutzPlümer }} , note={Sequential Pages89-96, ISSN0168-1699} } @book{b5, , title={{XiuliSi, Fish species classification by color, texture and multi-class support vector machine using computer vision, Computers and Electronics in Agriculture}} , author={{ JingHu } and { DaoliangLi } and { QinglingDuan } and { YueqiHan } and { GuifenChen }} 10.1016/j.compag.2012.07.008 , year={October 2012} 88 , note={Pages 133-140,ISSN0168-1699} } @incollection{b6, , title={{Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment}} , author={{ LNaidoo } and { MACho } and { RMathieu } and { GAsner }} 10.1016/j.isprsjprs.2012.03.005 , journal={{ISPRS Journal of Photogrammetry and Remote Sensing}} 69 , year={April 2012} } @incollection{b7, , title={{Support vector machine for multiclassification of mineral prospectivity areas}} , author={{ MaysamAbedi } and { Gholam-Hossain } and { AbbasNorouzi } and { Bahroudi }} 10.1016/j.cageo.2011.12.014 , journal={{Computers & Geosciences}} 0098-004 46 , year={September2012} } @incollection{b8, , title={{Effective scheduling strategies for boosting performance on rule-based spam filtering frameworks}} , author={{ DRuano-Ordás } and { JFdez-Glez } and { FFdez-Riverola } and { JRMéndez }} 10.1016/j.jss.2013.07.036 , journal={{Journal of Systems and Software}} 0164-1212 , year={Volume86,Issue12, December2013,Pages 3151-3161} } @book{b9, , author={{ N } and { AbdulRahim } and { MPPaulraj } and { AHAdom }} 10.1016/j.proeng.2013.02.054 , title={{Adaptive Boosting with SVM Classifier for Moving Vehicle Classification, Procedia Engineering}} , year={2013} 53 } @incollection{b10, , title={{Oil spill feature selection and classification using decision tree forest on SAR image data}} , author={{ KonstantinosTopouzelis } and { ApostolosPsyllos }} 10.1016/j.isprsjprs.2012.01.005 , journal={{ISPRS Journal of Photogrammetry and Remote Sensing}} 0924-2716 68 , year={March 2012} } @book{b11, , title={{Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points, ISPRS Journal of Photogrammetry and Remote Sensing, Volume70}} , author={{ YangShao } and { RossSLunetta }} 10.1016/j.isprsjprs.2012.04.001 , year={June2012, Pages78-87,ISSN0924-2716} } @incollection{b12, , title={{Support vector machine under uncertainty: An application for hydroacoustic classification of fish-schools in Chile}} , author={{ PaulBosch } and { JulioLópez } and { HéctorRamírez } and { HugoRobotham }} 10.1016/j.eswa.2013.01.006 , journal={{Expert Systems with Applications}} 40 10 , year={August 2013} , note={Pages 4029-4034,ISSN0957-4174} } @incollection{b13, , title={{Study on Recognition of Bird Species in Minjiang River Estuary Wetland}} , author={{ HongjiLin } and { HanLin } and { WeibinChen }} 10.1016/j.proenv.2011.09.386 , journal={{Procedia Environmental Sciences}} 1878-0296 , year={2011} } @incollection{b14, , title={{Predicting the potential habitat of oaks with data mining models andtheR system}} , author={{ RafaelPino-Mejías } and { MaríaDoloresCubiles-De-La-Vega } and { MaríaAnaya-Romero } and { AntonioPascual-Acosta } and { AntonioJordán-López }} 10.1016/j.envsoft.2010.01.004 , booktitle={{Environmental Modelling & Software}} , year={July 2010} 25 Nicolás Bellinfante-Crocci } @book{b15, , title={{Efficient Classification Algorithms using SVMs for Large Datasets, A Project Report Submitted in partial fulfillment of the requirements for the Degree of Master of Technology in Computational Science}} , author={{ SNJeyanthi }} , year={June 2007} , address={IISC, BANGALORE, INDIA} Supercomputer Education and Research Center } @incollection{b16, , title={{Analysis of Parametric & Non Parametric Classifiers for Classification Technique using WEKA}} , author={{ GYugal Kumar } and { Sahoo }} , journal={{I.J. Information Technology and Computer Science}} 7 , year={2012} } @book{b17, , title={{}} 10.5815/ijitcs.2012.07.06 , year={July 2012} , note={Published Online} } @book{b18, , title={{A hybrid SVM based decision tree, Pattern Recognition}} , author={{ MKumar } and { M }} 10.1016/j.patcog.2010.06.010 , year={December 2010} 43 } @incollection{b19, , title={{Magnetic resonance brain images classification using linear kernel based Support Vector Machine}} , author={{ NRajasekhar } and { SJBabu } and { TVRajinikanth }} , booktitle={{2012Nirma University International Conference on}} 5 68 , note={Engineering (NUiCONE)} } @book{b20, , title={{}} , author={{ Dec }} 2012doi10.1109/NUICONE.2012.6493213 } @incollection{b21, , title={{Incorporating Spatial Variability Measures in Land-cover Classification using Random Forest}} , author={{ VFRodríguez-Galiano } and { FAbarca-Hernández } and { BGhimire } and { MChica-Olmo } and { PMAkinson } and { CJeganathan }} 10.1016/j.proenv.2011.02.009 , journal={{Procedia Environmental Sciences}} 1878- 0296 , year={Volume3,2011} } @incollection{b22, , title={{A hybrid network intrusion detection framework based on random forests and weighted k-means}} , author={{ RedaMElbasiony } and { ElsayedASallam } and { TarekEEltobely } and { MahmoudMFahmy }} 10.1016/j.asej.2013.01003 , journal={{A in Shams Engineering Journal}} 2090-4479 , year={Available online 7 March 2013} } @incollection{b23, , title={{Using boosting to prune bagging ensembles}} , author={{ GonzaloMartínez-Muñoz } and { AlbertoSuárez }} 10.1016/j.patrec.2006.06.018 , journal={{Pattern Recognition Letters}} 28 , year={1 January 2007} , note={Pages 156-165, ISSN0167-8655} } @incollection{b24, , title={{An efficient modified boosting method for solving classification problems}} , author={{ Chun-XiaZhang } and { Jiang-SheZhang } and { Gai-YingZhang }} 10.1016/j.cam.2007.03.003 , journal={{Journal of Computational and Applied Mathematics}} 0377- 0427 214 2 , year={1 May 2008} } @book{b25, , title={{Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines, ISPRS Journal of Photogrammetry and Remote Sensing, Volume85}} , author={{ FLöw } and { UMichel } and { SDech } and { CConrad }} 10.1016/j.isprsjprs.2013.08.007 , year={November 2013} } @incollection{b26, , title={{Comparison of random forest, support vector machine and back propagation neural network for electronic tongue data classification: Application to the recognition of orange beverage and Chinese vinegar}} , author={{ MingjunLiu } and { JunWang } and { DuoWang } and { Li }} 10.1016/j.snb.2012.11.071 , journal={{Sensors and Actuators B: Chemical}} 0925-4005 177 , year={February2013} } @incollection{b27, , title={{Going-concern prediction using hybrid random forests and rough set approach}} , author={{ Ching-ChiangYeh } and { Der-JangChi } and { Yi-RongLin }} 10.1016/j.ins.2013.07.011 , journal={{Information Sciences}} 0020-0255 , year={August 2013} } @incollection{b28, , title={{A support vector machine approach to CMOS-based radar signal processing for vehicle classification and speed estimation}} , author={{ Hsun-JungCho } and { Ming-Tetseng }} 10.1016/j.mcm.2012.11.003 , journal={{Mathematical and Computer Modelling}} 58 2 , year={July 2013} , note={Pages 438-448,ISSN0895-7177} } @book{b29, , title={{Oil and gas pipeline failure prediction system using long range ultrasonic transducers and Euclidean-Support Vector Machines classification approach, Expert Systems with Applications, Volume40, Issue6}} , author={{ RajprasadLam Hong Lee } and { LaiHungRajkumar } and { ChinLo } and { DinoHeng Wan } and { Isa }} 10.1016/j.eswa.2012.10.006 , year={May 2013, Pages1925-1934} } @book{b30, , title={{Support Vector Machines The Interface to lib svm in package e1071}} , author={{ DavidMeyer }} , year={September, 2012} , address={Austria} Technische University of Wien } @incollection{b31, , title={{The one-against-all partition based binary tree support vector machine algorithms for multi-class classification}} , author={{ XiaoweiYang } and { QiaozhenYu } and { LifangHe } and { TengjiaoGuo }} 10.1016/ j.neucom.2012.12.048 , journal={{Neurocomputing}} 0925-2312 113 1-7 , year={3 August 2013} } @book{b32, , title={{Support Vector Machines for Classification and Regression}} , author={{ SteveRGunn }} , year={May1998} Faculty of Engineering, Science and Mathematics School of Electronics and Computer Science, University Of South Hampton , note={Technical Report} } @book{b33, , title={{Convex and concave hulls for classification with support vector machine, Neuro computing}} , author={{ Asdrúbal LópezChau } and { XiaoouLi } and { WenYu }} 122 25 } @book{b34, 10.1016/j.neucom.2013.05.040 , title={{Pages 198-209,I SSN 0925-2312}} , year={December 2013} } @book{b35, , title={{Structural twin parametric-margin support vector machine for binary classification, Knowledge-Based Systems}} , author={{ XinjunPeng } and { YifeiWang } and { DongXu }} 10.1016/j.knosys.2013.04.013 , year={September2013} 49 } @incollection{b36, , title={{Churn prediction in telecom using Random Forest and PSO based data balancing in combination with various feature selection strategies}} , author={{ AdnanIdris } and { MuhammadRizwan } and { AsifullahKhan }} 10.1016/j.compeleceng.2012.09.001 , booktitle={{Pages 1808-1819, ISSN0045-7906}} , year={Novem ber 2012} 38 } @incollection{b37, , title={{Forest classification trees and forest support vector machines algorithms: Demonstration using microarray data}} , author={{ EliasZintzaras } and { AxelKowald }} 10.1016/j.compbiomed.2010.03.006 , journal={{Computers in Biology and Medicine}} , note={Pages 519-524, ISSN0010-4825} } @book{b38, , title={{A hybrid KMV model, random forests and rough set theory approach for credit rating, Knowledge-Based Systems}} , author={{ Ching-HiangYeh } and { Chih-YuFengyilin } and { Hsu }} 10.1016/j.knosys.2012.04.004 , year={September 2012} 33 , note={Pages 166-172, ISSN0950-7051} } @incollection{b39, , title={{imageRF -A user-oriented implementation for remote sensing image analysis with Random Forests}} , author={{ SebastianBjörnwaske } and { CarstenVander Linden } and { BenjaminOldenburg } and { Jakimow }} 10.1016/j.envsoft.2012.01.014 , booktitle={{Environmental Modeling & Software}} Andreas Rabe, Patrick Hostert , year={July 2012, Pages192-193} 35 } @incollection{b40, , title={{Comparison of random forest, support vector machine and back propagation neural network for electronic tongue data classification: Application to the recognition of orange beverage and Chinese vinegar}} , author={{ MiaoLiu } and { MingjunWang } and { DuoJunwang } and { Li }} 10.1016/j.snb.2012.11.071 , booktitle={{Pages 970-980, ISSN0925-4005}} , year={February 2013} 177 } @incollection{b41, , title={{Variable selection using r random forests}} , author={{ RobinGenuer } and { Jean-MichelPoggi } and { ChristineTuleau-Malot }} 10.1016/j.patrec.2010.03.014 , journal={{Pattern Recognition Letters}} 31 14 , year={15 October 2010} , note={Pages 2225-2236, ISSN0167-8655} } @incollection{b42, , title={{Alexander Hammers, Daniel Rueckert, for the Alzheimer's Disease Neuroimaging Initiative, Random forest-based similarity measures for multimodal classification of Alzheimer's disease, NeuroImage}} , author={{ KatherineRGray } and { PaulAljabar } and { RolfAHeckemann }} 10.1016/j.neuroimage.2012.09.065 , booktitle={{Pages 167-175, ISSN10538119}} , year={15 January 2013} 65 } @incollection{b43, , title={{Sleep stages classification based on heart rate variability and random forest}} , author={{ MengXiao } and { HongYan } and { JinzhongSong } and { YuzhouYang } and { XianglinYang }} 10.1016/j.bspc.2013.06.001 , journal={{Biomedical Signal Processing and Control}} 8 , year={November 2013} , note={Pages 624-633, ISSN1746-8094} } @incollection{b44, , title={{Random forests ensemble classifier trained with data resampling strategy to improve cardiac arrhythmia diagnosis}} , author={{ AkinÖzçift }} 10.1016/j.compbiomed.2011.03.001 , journal={{Computers in Biology and Medicine}} 41 5 , year={May 2011} , note={Pages 265-271 ,ISSN0010-4825} } @incollection{b45, , title={{Improving nonparametric regression methods by bagging and boosting}} , author={{ SimoneBorra } and { AgostinoDi Ciaccio }} 10.1016/S0167-9473(01 , journal={{Computational Statistics &Data Analysis}} , year={Volume38, Issue4, 28February2002. Pages 407-420,ISSN01679473} } @incollection{b46, , title={{Boosting and combination of classifiers for natural language call routing systems}} , author={{ ImedZitouni } and { Hong-Kwang JeffKuo } and { Chin-HuiLee }} 10.1016/0167-6393(03 , journal={{Speech Comm unication}} 41 4 , year={November 2003} , note={Pages 647-661, ISSN0167-6393} } @incollection{b47, , title={{Boosting for Multiclass Semi-Supervised Learning}} , author={{ JafarTanha } and { MaartenvanSomeren } and { HamidehAfsarmanesh }} 10.1016/j.patrec.2013.10.008 , journal={{Pattern Recognition Letters}} , year={21 October 2013} } @incollection{b48, , title={{Bagging and Boosting statistical machine translation systems}} , author={{ TongXiao } and { JingboZhu } and { TongranLiu }} 10.1016/j.artint.2012.11.005 , journal={{Artificial Intelligence}} 195 , year={February 2013} , note={Pages 496-527, ISSN0004-3702} } @incollection{b49, , title={{Intrusion detection by integrating boosting genetic fuzzy classifier and data mining criteria for rule prescreening}} , author={{ TanselÖzyer } and { RedaAlhajj } and { KenBarker }} 10.1016/j.jnca.n2005.06.002 , journal={{Journal of Network and Computer Applications}} 30 1 , year={January 2007} , note={Pages 99-113, ISSN1084-8045} } @incollection{b50, , title={{Boosting-based ensemble learning with penalty profiles for automatic Thai unknown word recognition}} , author={{ JakkritTecho } and { CholwichNattee } and { ThanarukTheeramunkong }} 10.1016/j.camwa.2011.11.062 , journal={{Computers &Mathematics with Applications}} 63 6 , year={March 2012, Pages 1117-1134, ISSN08981221} } @incollection{b51, , title={{A local boosting algorithm for solving classification problems}} , author={{ Chun-XiaZhang } and { Jiang-SheZhang }} 10.1016/j.csda.2007.06.015 , journal={{Computational Statistics & Data Analysis}} 0167-9473 52 4 , year={10 January 2008. 1928-1941} } @incollection{b52, , title={{Plot-level Forest Volume Estimation Using Airborne Laser Scanner and TM Data, Comparison of Boosting and Random Forest Tree Regression Algorithms}} , author={{ ShabanShataeea } and { HolgerWeinaker } and { ManoucherBabanejad }} 10.1016/j.proenv.2011.07.013 , journal={{Procedia Environmental Sciences}} 1878- 0296 7 , year={2011} } @incollection{b53, , title={{QBoost: Predicting quantiles with boosting for regression and binary classification}} , author={{ ZhengSong Feng }} 10.1016/j.eswa.2011.06.060 , journal={{Expert Systems with Applications}} 0957- 4174 39 2 , year={1 February 2012} } @book{b54, , title={{An experimental study on diversity for bagging and boosting with linear classifiers, Information Fusion}} , author={{ LIKuncheva } and { MSkurichina } and { RP WDuin }} 10.1016/S1566-2535(02 , year={December 2002} 3 } @incollection{b55, , title={{A survey of image classification methods and techniques for improving classification performance}} , author={{ DLu } and { & QWeng }} 10.1080/01431160600746456 , journal={{International Journal of Remote Sensing}} 28 5 , year={2007} } @book{b56, , author={{ Team}{r Core }} , title={{R:A Language and Environment for Statistical Computing, R Foundation for Statistical Computing}} Vienna,Austria , year={2013} }