@incollection{,
	
					
					
					6216DDE5067C05A298542894511A351E
				,
	author={{V.Jyothsn} and {JNTUH}},
	journal={{Global Journal of Computer Science and Technology}},
	journal={{GJCST}}0975-41720975-435010.34257/gjcst,
	address={Cambridge, United States},
	publisher={Global Journals Organisation}1474350
}

@book{b0,
	
	
		,
	title={{A Database of Computer Attacks for the Evaluation of Intrusion Detection Systems}}
		,
	author={{
			KKendall
		}}
		
			,
	year={1998}
		
		
			Massachusetts Institute of Technology
		
	
	,
	note={Master's Thesis}

}

@incollection{b1,
	
	
		,
	title={{A Review of Anomaly based Intrusion Detection Systems}}
		,
	author={{
			VJyothsna
		} and {
			VVRama Prasad
		}}
		
	
	
		,
	journal={{International Journal of Computer Applications}}
		
			28
			7
			
			,
	year={August 2011}
		
	

}

@incollection{b2,
	
	
		,
	title={{A Revised taxonomy for intrusion detection systems}}
		,
	author={{
			HDebar
		} and {
			MDacier
		} and {
			AWespi
		}}
		
		
	
	
		,
	journal={{Annales des Telecommunications}}
		
			55
			7-8
			
			,
	year={2000}
		
	

}

@incollection{b3,
	
	
		,
	title={{A Comparative Study of Techniques for Intrusion Detection}}
		,
	author={{
			SMukkamala
		} and {
			Sung
		}}
		
	
	
		,
	booktitle={{Proceedings of 15th IEEE International Conference on Tools with Artificial Intelligence}}
				15th IEEE International Conference on Tools with Artificial Intelligence
		
			,
	publisher={IEEE Computer Society Press}
			,
	year={2003}
			
		
	

}

@book{b4,
	
	
		,
	title={{Anomaly-based network intrusion detection: Techniques, systems and challenges}}
		,
	author={{
			PGarcía-Teodoro
		} and {
			JDíaz-Verdejo
		} and {
			GMaciá-Fernández
		} and {
			EVázquez
		}}
		
		
		
		
			,
	year={March 2009}
			,
	publisher={Elsevier Computers & Security}
			28
			
		
	

}

@incollection{b5,
	
	
		,
	title={{Adaptive Intrusion Detection Based on Machine Learning: Feature Extraction, Classifier Construction and Sequential Pattern Prediction}}
		,
	author={{
			XinXu
		}}
	
	
		,
	journal={{International Journal of Web Services Practices}}
		
			2
			1
			
			,
	year={2006}
		
	

}

@incollection{b6,
	
	
		,
	title={{An Introduction to Variable and Feature Selection}}
		,
	author={{
			IsabelleGuyon
		} and {
			AndreElisseeff
		}}
		
	
	
		,
	journal={{Journal of Machine Learning Research}}
		
			,
	year={March 2003}
		
	

}

@incollection{b7,
	
	
		,
	title={{The Feature Selection and Intrusion Detection Problems}}
		,
	author={{
			HSung
		} and {
			SMukkamala
		}}
		
	
	
		,
	booktitle={{Proceedings of the 9th Asian Computing Science Conference}}
		,
	booktitle={{Lecture Notes in Computer Science}}
		the 9th Asian Computing Science Conference
		
			,
	publisher={Springer}
			,
	year={2004}
		
	

}

@incollection{b8,
	
	
		,
	title={{Features selection for intrusion detection systems based on support vector machines}}
		,
	author={{
			SZaman
		} and {
			Karray
		}}
		
	
	
		,
	booktitle={{CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference}}
				
			,
	year={2009}
		
	

}

@incollection{b9,
	
	
		,
	title={{Feature deduction and ensemble design of intrusion detection systems}}
		,
	author={{
			SChebrolu
		} and {
			JPAbraham
		} and {
			Thomas
		}}
		
		
	
	
		,
	journal={{Computers & Security}}
		
			24
			4
			
			,
	year={June 2005}
		
	

}

@incollection{b10,
	
	
		,
	title={{Network Intrusion Detection Design Using Feature Selection of Soft Computing Paradigms}}
		,
	author={{
			TSChou
		} and {
			KKYen
		} and {
			JLuo
		}}
		
		
	
	
		,
	journal={{International Journal of Computational Intelligence}}
		
			,
	year={2008}
		
	

}

@incollection{b11,
	
	
		,
	title={{Improving Effectiveness of Intrusion Detection by Correlation Feature Selection}}
		,
	author={{
			HNguyen
		} and {
			Franke
		} and {
			Petrovic
		}}
		
		
	
	
		,
	booktitle={{International Conference on Availability, Reliability and Security}}
				
			2010
			
		
	

}

@book{b12,
	
	
		,
	title={{Correlation-based Feature Selection for Machine Learning}}
		,
	author={{
			MarkAHall
		}}
		
		
		
			Dept of Computer Science, University of Waikato
		
	

}

@book{b13,
	
	
		,
	title={{Using Information Gain Attribute Evaluation to Classify Sonar Targets}}
		,
	author={{
			JasminaNovakovic
		}}
		
			,
	year={November 24-26, 2009}
			,
	address={Belgrade}
		
	
	,
	note={17th Telecommunications forum TELFOR 2009 Serbia}

}

@incollection{b14,
	
	
		,
	title={{Feature Selection based on Information Gain}}
		,
	author={{
			BAzhagusundari
		} and {
			AntonySelvadossThanamani
		}}
		
	
	
		,
	journal={{International Journal of Innovative Technology and Exploring Engineering (IJITEE)}}
		2278-3075
		
			2
			,
	year={January 2013}
		
	

}

@incollection{b15,
	
	
		,
	title={{Bayesian classification model for Real time intrusion detection}}
		,
	author={{
			RPuttini
		} and {
			Z
		} and {
			LMe
		}}
		
		
	
	
		,
	booktitle={{Proc. of 22nd. International workshop on Bayesian inference and maximum entropy methods in science and engineering}}
				of 22nd. International workshop on Bayesian inference and maximum entropy methods in science and engineering
		
			,
	year={2002}
		
	

}

@incollection{b16,
	
	
		,
	title={{Basesian based intrusion detection system}}
		,
	author={{
			HeshamAltwaijry
		} and {
			SaeedAlgarny
		}}
		
	
	
		,
	journal={{Journal of King Saud University -Computer and Information Sciences}}
		
			
			,
	year={2012}
		
	

}

@incollection{b17,
	
	
		,
	title={{Adaptive network intrusion detection method based on PCA and support vector machines}}
		,
	author={{
			XinXu
		} and {
			XNWang
		}}
		
	
	
		,
	booktitle={{ADMA 2005}}
		,
	booktitle={{Lecture Notes in Artificial Intelligence}}
		
			,
	year={2005}
			3584
			
		
	
	,
	note={LNAI}

}

@book{b18,
	
	
		,
	title={{A tutorial on Principal Components Analysis}}
		,
	author={{
			ILindsay
		} and {
			Smith
		}}
		
		
			,
	year={February 26, 2002}
		
	

}

@incollection{b19,
	
	
		,
	title={{Feature Subset Selection for Network Intrusion Detection Mechanism Using Genetic Eigen Vectors}}
		,
	author={{
			Ahmad
		} and {
			AAbdulah
		} and {
			KS Alghamdi
		} and {
			MAlnfajan
		} and {
			Hussain
		}}
		
		
		
		
	
	
		,
	booktitle={{Proc .of CSIT}}
				.of CSIT
		
			,
	year={2011}
			5
		
	

}

@book{b20,
	
	
		,
	author={{
			JiaweiHan
		} and {
			MichelineKamber
		}}
		
		,
	title={{Data mining: Concepts and Techniques}}
				
			,
	publisher={Morgan Kauffmann Publishers}
			,
	year={2006}
		
	

}

@incollection{b21,
	
	
		,
	title={{HFO-ANID: Hierarchical Feature Optimization for Anomaly based Network Intrusion Detection}}
		,
	author={{
			VJyothsna
		} and {
			VVRama Prasad
		}}
		
	
	
		,
	booktitle={{Third International Conference on Computing Communication & Networking Technologies (ICCCNT)}}
				
			,
	year={July 2012}
			
		
	
	,
	note={Published in IEEE Xplore digital library}

}

@incollection{b22,
	
	
		,
	title={{A detailed analysis of the KDD Cup datasets}}
		,
	author={{
			MTavallaee
		} and {
			EBagheri
		} and {
			LuWGhorbani
		} and {
			AA
		}}
		
		
		
	
	
		,
	booktitle={{proceedings of IEEE Symposium on computational intelligence in security and defence applications}}
				IEEE Symposium on computational intelligence in security and defence applications
		
			,
	year={2009}
		
	

}

@incollection{b23,
	
	
		,
	title={{Identify Features and Parameters to Devise an Accurate Intrusion Detection System Using Artificial Neural Network}}
		,
	author={{
			MSaman
		} and {
			Abdulla
		} and {
			BNajla
		} and {
			OmarAl-Dabagh
		} and {
			Zakaria
		}}
		
		
		
		
	
	
		,
	journal={{World Academy of Science, Engineering and Technology}}
		
			,
	year={2010}
		
	

}

@book{b24,
	
	
		,
	title={{Intrusion Detection using Naive Bayes Classifier with Feature Reduction}}
		,
	author={{
			Dr
		} and {
			NeelamSaurabh Mukherjeea
		} and {
			Sharmaa
		}}
		
		
		
			,
	year={2012}
			,
	publisher={Elsevier Procedia Technology}
			
		
	

}

@book{b25,
	
	
		,
	title={{NSL-KDD dataset for network -based intrusion detection systems}}
		
		
	

}