@incollection{,
	
					
					
					4762E93864F1646049AC2F63658343E9
				,
	author={{Syed ZiaurRahman} and {Andhra University}},
	journal={{Global Journal of Computer Science and Technology}},
	journal={{GJCST}}0975-41720975-435010.34257/gjcst,
	address={Cambridge, United States},
	publisher={Global Journals Organisation}147111
}

@incollection{b0,
	
	
		,
	title={{Fast asymmetric learning for cascade face detection}}
		,
	author={{
			JWu
		} and {
			SCBrubaker
		} and {
			MDMullin
		} and {
			JMRehg
		}}
		
		
		
	
	
		,
	journal={{IEEE Trans. Pattern Anal. Mach. Intell}}
		
			30
			3
			
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	year={Mar. 2008}
		
	

}

@incollection{b1,
	
	
		,
	title={{Mining with rarity: A unifying framework}}
		,
	author={{
			GMWeiss
		}}
	
	
		,
	journal={{ACM SIGKDD Explor. Newslett}}
		
			6
			1
			
			,
	year={Jun. 2004}
		
	

}

@incollection{b2,
	
	
		,
	author={{
			NVChawla
		} and {
			NJapkowicz
		} and {
			AKolcz
		}}
		
		
	
	
		,
	booktitle={{Special Issue Learning Imbalanced Datasets}}
				
			,
	year={2004}
			6
		
	

}

@incollection{b3,
	
	
		,
	title={{Ground-level ozone prediction by support vector machine approach with a cost-sensitive classification scheme}}
		,
	author={{
			W.-ZLu
		} and {
			DWang
		}}
		
	
	
		,
	journal={{Sci. Total. Enviro}}
		
			395
			2-3
			
			,
	year={2008}
		
	

}

@incollection{b4,
	
	
		,
	title={{Evaluation of neural networks and data mining methods on a credit assessment task for class imbalance problem}}
		,
	author={{
			Y.-MHuang
		} and {
			C.-MHung
		} and {
			HCJiau
		}}
		
		
	
	
		,
	journal={{Nonlinear Anal. R. World Appl}}
		
			7
			4
			
			,
	year={2006}
		
	

}

@incollection{b5,
	
	
		,
	title={{Combating imbalance in network intrusion datasets}}
		,
	author={{
			DCieslak
		} and {
			NChawla
		} and {
			AStriegel
		}}
		
		
	
	
		,
	booktitle={{IEEE Int. Conf. Granular Comput}}
				
			,
	year={2006}
			
		
	

}

@incollection{b6,
	
	
		,
	title={{Training neural network classifiers for medical decision making: The effects of imbalanced datasets on classification performance}}
		,
	author={{
			MAMazurowski
		} and {
			PAHabas
		} and {
			JMZurada
		} and {
			JYLo
		} and {
			JABaker
		} and {
			GDTourassi
		}}
		
		
		
		
		
	
	
		,
	journal={{Neural Netw}}
		
			21
			2-3
			
			,
	year={2008}
		
	

}

@incollection{b7,
	
	
		,
	title={{Comparison of different strategies of utilizing fuzzy clustering in structure identification}}
		,
	author={{
			AFreitas
		} and {
			ACosta-Pereira
		} and {
			PBrazdil
		}}
		
		
	
	
		,
	booktitle={{Data Warehousing Knowl. Discov}}
		,
	booktitle={{Lecture Notes Series in Computer Science}}
		,
	editor={
			ISong
			JEder
			TNguyen
			.KEds
			IBKilic¸
			Tu¨rksen
		}
		
			,
	year={2007}
			177
			
		
	
	,
	note={Costsensitive decision trees applied to medical data}

}

@incollection{b8,
	
	
		,
	title={{A methodological approach to the classification of dermoscopy images}}
		,
	author={{
			MECelebi
		} and {
			HAKingravi
		} and {
			BUddin
		} and {
			HIyatomi
		} and {
			YAAslandogan
		} and {
			WVStoecker
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			RHMoss
		}}
		
		
		
		
		
		
	
	
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	journal={{Comput.Med. Imag. Grap}}
		
			31
			6
			
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	year={2007}
		
	

}

@incollection{b9,
	
	
		,
	title={{Robust BMPM training based on second-order cone programming and its application in medical diagnosis}}
		,
	author={{
			XPeng
		} and {
			IKing
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	journal={{Neural Netw}}
		
			21
			2-3
			
			,
	year={2008. 2007}
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	publisher={Springer}
		
	

}

@incollection{b10,
	
	
		,
	title={{FSVM-CIL: Fuzzy Support Vector Machines for Class Imbalance Learning}}
		,
	author={{
			RukshanBatuwita
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			Vasile Palade
		}}
		
	
	
		,
	journal={{IEEE TRANSACTIONS ON FUZZY SYSTEMS}}
		
			18
			3
			
			,
	year={2010. JUNE 2010}
		
	

}

@incollection{b11,
	
	
		,
	title={{The Class Imbalance Problem: A Systematic Study}}
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	author={{
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			SStephen
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	journal={{Intelligent Data Analysis}}
		
			6
			
			,
	year={2002}
		
	

}

@incollection{b12,
	
	
		,
	title={{Addressing the Curse of Imbalanced Training Sets: One-Sided Selection}}
		,
	author={{
			MKubat
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			SMatwin
		}}
		
	
	
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	booktitle={{Proc. 14th Int'l Conf. Machine Learning}}
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@book{b13,
	
	
		,
	title={{A Study of the Behavior of Several Methods for}}
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	author={{
			GE A P ABatista
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			RCPrati
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			MCMonard
		}}
		
		
		
	

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@book{b14,
	
	
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	author={{
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			NJapkowicz
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			AKotcz
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	title={{Proc. ICML Workshop Learn. Imbalanced Data Sets}}
				ICML Workshop Learn. Imbalanced Data Sets
		
			,
	year={2003}
		
	

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@incollection{b15,
	
	
		,
	title={{\ Balancing Machine Learning Training Data}}
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	author={{
			NJapkowicz
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	booktitle={{Proc. AAAI Workshop Learn. Imbalanced Data Sets}}
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@incollection{b16,
	
	
		,
	title={{Induction of Decision Trees}}
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	author={{
			JRQuinlan
		}}
	
	
		,
	booktitle={{Machine Learning}}
				
			,
	year={1986}
			1
			
		
	

}

@incollection{b17,
	
	
		,
	title={{Class Imbalances versus Small Disjuncts}}
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	author={{
			TJo
		} and {
			NJapkowicz
		}}
		
	
	
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	journal={{ACM SIGKDD Explorations Newsletter}}
		
			6
			1
			
			,
	year={2004}
		
	

}

@incollection{b18,
	
	
		,
	title={{Class Imbalances: Are We Focusing on the Right Issue?}}
		,
	author={{
			NJapkowicz
		}}
	
	
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	booktitle={{Proc. Int'l Conf. Machine Learning, Workshop Learning from Imbalanced Data Sets II}}
				Int'l Conf. Machine Learning, Workshop Learning from Imbalanced Data Sets II
		
			,
	year={2003}
		
	

}

@incollection{b19,
	
	
		,
	title={{Class Imbalances versus Class Overlapping: An Analysis of a Learning 22. System Behavior}}
		,
	author={{
			RCPrati
		} and {
			GE A P ABatista
		} and {
			MCMonard
		}}
		
		
	
	
		,
	booktitle={{Proc. Mexican Int'l Conf. Artificial Intelligence}}
				Mexican Int'l Conf. Artificial Intelligence
		
			,
	year={2004}
			
		
	

}

@incollection{b20,
	
	
		,
	title={{Mining with Rarity: A Unifying Framework}}
		,
	author={{
			GMWeiss
		}}
	
	
		,
	journal={{Procedia -Social and Behavioral Sciences}}
		
			6
			1
			
			,
	year={2004. 2013}
		
	
	,
	note={ACM SIGKDD Explorations Newsletter}

}

@incollection{b21,
	
	
		,
	title={{EPLogCleaner: Improving Data Quality of Enterprise Proxy Logs for Efficient Web Usage Mining}}
		,
	author={{
			HongzhouSha
		} and {
			TingwenLiu
		} and {
			PengQin
		} and {
			YongSun
		} and {
			QingyunLiu
		}}
		
		
		
		
	
	
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	journal={{Procedia Computer Science}}
		
			17
			
			,
	year={2013}
		
	

}

@incollection{b22,
	
	
		,
	title={{Data miningpast, present and future -a typical survey on data Streams}}
		,
	author={{
			MS BPhridviraj
		} and {
			CVGururao ; Chidchanok Lursinsap
		}}
		
	
	
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	booktitle={{Chumphol Bunkhumpornpat, Krung Sinapiromsaran}}
				
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	year={2014. 2012}
			12
			
		
	
	,
	note={Appl Intell}

}

@incollection{b23,
	
	
		,
	title={{Novel classifier scheme for imbalanced problems}}
		,
	author={{
			Matías DiMartino
		} and {
			AliciaFernández
		} and {
			PabloIturralde
		} and {
			FedericoLecumberry
		}}
		
		
		
	
	
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	journal={{Pattern Recognition Letters}}
		
			34
			
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	year={2013}
		
	

}

@incollection{b24,
	
	
		,
	title={{On the effectiveness of preprocessing methods when dealing with different levels of class imbalance}}
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	author={{
			VGarcia
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		}}
		
		
	
	
		,
	journal={{Knowledge-Based Systems}}
		
			25
			
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	year={2012}
		
	

}

@incollection{b25,
	
	
		,
	title={{Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for imbalanced data sets}}
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	author={{
			AlbertoMaría Dolores Pérez-Godoy
		} and {
			AntonioJesúsFernández
		} and {
			María JoséRivera
		} and {
			JesusDel
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	journal={{Pattern Recognition Letters}}
		
			31
			
			,
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}

@incollection{b26,
	
	
		,
	title={{Exploiting probabilistic topic models to improve text categorization under class imbalance}}
		,
	author={{
			EnhongChe
		} and {
			YanggangLin
		} and {
			HuiXiong
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			QimingLuo
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		}}
		
		
		
		
	
	
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	booktitle={{C4.5: Programs for Machine Learning}}
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	note={1st ed}

}

@incollection{b27,
	
	
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	title={{SMOTE: Synthetic minority over-sampling technique}}
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	author={{
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		} and {
			KBowyer
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		}}
		
		
	
	
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	journal={{J. Artif. Intell. Res}}
		
			16
			
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}

@incollection{b28,
	
	
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	title={{A learning method for the class imbalance problem with medical data sets}}
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	author={{
			Der-ChiangLi
		} and {
			Chiao-Wenliu
		} and {
			Susanc
		} and {
			Hu
		}}
		
		
		
	
	
		,
	journal={{Computers in Biology and Medicine}}
		
			40
			
			,
	year={2010}
		
	

}

@incollection{b29,
	
	
		,
	title={{}}
	
	
		,
	journal={{Information Processing and Management}}
		
			47
			
			,
	year={2011}
		
	

}

@incollection{b30,
	
	
		,
	title={{On the 2-tuples based genetic tuning performance for fuzzy rule based classification systems in imbalanced data-sets}}
		,
	author={{
			AlbertoFernández
		} and {
			María José DelJesus
		} and {
			FranciscoHerrera
		}}
		
		
	
	
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	journal={{Information Sciences}}
		
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}

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	title={{Fuzzy Algorithms with Applications to Image Processing and Pattern Recognition}}
				
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@incollection{b32,
	
	
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	title={{Hybridization of fuzzy GBML approaches for pattern classification problems}}
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	author={{
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@incollection{b33,
	
	
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	title={{Handling class imbalance in customer churn prediction}}
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		} and {
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	journal={{Expert Systems with Applications}}
		
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}

@incollection{b34,
	
	
		,
	title={{Bayesian decision theory for support vector machines: Imbalance measurement and feature optimization}}
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	author={{
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		} and {
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	journal={{Expert Systems with Applications}}
		
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}

@incollection{b35,
	
	
		,
	title={{On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets}}
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	author={{
			AlbertoFernández
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		,
	journal={{Expert Systems with Applications}}
		
			36
			
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	year={2009}
		
	

}

@incollection{b36,
	
	
		,
	title={{The effect of class imbalance on case selection for case-based classifiers: An empirical study in the context of medical decision support}}
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	author={{
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		} and {
			GeorgiaDTourassi
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	journal={{Neural Networks}}
		
			25
			
			,
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}

@book{b37,
	
	
		,
	title={{UCI Repository of Machine Learning Database (School of Information and Computer Science)}}
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	year={2007}
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	address={Irvine, CA}
		
		
			Univ
		
	

}

@book{b38,
	
	
		,
	title={{Data Mining: Practical machine learning tools and techniques}}
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	author={{
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	year={2005}
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	address={San Francisco}
		
	
	,
	note={2nd edition Morgan Kaufmann}

}