@incollection{,
	
					
					
					57382126D9D6EEBC39A814651E4C00B0
				,
	author={{AdamuTeshome} and {Dr.Vuda SreenivasaRao} and {Bahir Dar University}},
	journal={{Global Journal of Computer Science and Technology}},
	journal={{GJCST}}0975-41720975-435010.34257/gjcst,
	address={Cambridge, United States},
	publisher={Global Journals Organisation}14618
}

@incollection{b0,
	
	
		,
	title={{D-SCIDS: Distributed soft computing intrusion detection system}}
		,
	author={{
			RAbraham
		} and {
			JJain
		} and {
			Thomas
		}}
		
		
	
	
		,
	journal={{Journal of Network and Computer Applications}}
		
			30
			
			,
	year={2007}
		
	

}

@incollection{b1,
	
	
		,
	title={{Cyber Security and the Evolution of Intrusion Detection Systems}}
		,
	author={{
			GAjith
		} and {
			CCrina
		} and {
			Yuehui
		}}
		
		
	
	
		,
	journal={{Information Management and Computer Security}}
		
			9
			4
			
			,
	year={2001}
		
	

}

@incollection{b2,
	
	
		,
	title={{Intrusion Detection in Computer Networks based on Machine Learning Algorithms}}
		,
	author={{
			BitashadgarAlirezaosareh
		}}
	
	
		,
	journal={{IJCSNS International Journal of Computer Science and Network Security}}
		
			8
			11
			,
	year={2008}
		
	

}

@incollection{b3,
	
	
		,
	title={{Test-Cost Sensitive Naïve Bayesian Classification}}
		,
	author={{
			XChai
		} and {
			LDeng
		} and {
			QYang
		} and {
			CXLing
		}}
		
		
		
	
	
		,
	booktitle={{Proceedings of the Fourth IEEE International Conference on Data Mining}}
				the Fourth IEEE International Conference on Data MiningBrighton, UK
		
			,
	publisher={IEEE Computer Society Press}
			,
	year={2004}
		
	

}

@incollection{b4,
	
	
		,
	title={{An Intrusion Detection Model}}
		,
	author={{
			DEDenning
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		,
	journal={{IEEE Trans-actions on Software Engineering, SE}}
		
			13
			
			,
	year={1987}
		
	

}

@incollection{b5,
	
	
		,
	title={{A general method for making classifiers cost-sensitive}}
		,
	author={{
			PDomingos
		} and {
			Metacost
		}}
		
	
	
		,
	booktitle={{Proceedings of the Fifth International Conference on Knowledge Discovery and Data Mining}}
				the Fifth International Conference on Knowledge Discovery and Data Mining
		
			,
	publisher={ACM Press}
			,
	year={1999}
			
		
	

}

@incollection{b6,
	
	
		,
	title={{Exploiting the cost (in) sensitivity of decision tree splitting the criteria}}
		,
	author={{
			CDrummond
		} and {
			RHolte
		}}
		
	
	
		,
	booktitle={{Proceedings of the 17 International Conference on Machine Learning}}
				the 17 International Conference on Machine Learning
		
			,
	year={2000}
			
		
	

}

@book{b7,
	
	
		,
	title={{Data Mining for Network Intrusion Detection: How to Get Started}}
		,
	author={{
			EBloedorn
		}}
		
			,
	year={August 2001}
		
	
	,
	note={MITRE Technical Report}

}

@incollection{b8,
	
	
		,
	title={{Elkan, C. The Foundations of Cost-Sensitive Learning}}
		
	
	
		,
	booktitle={{Proceedings of the Seventeenth International Joint Conference of Artificial Intelligence}}
				the Seventeenth International Joint Conference of Artificial IntelligenceSeattle, Washington
		
			,
	year={1999. 2001}
			
		
	
	,
	note={ElkanC Results of the KDD'99 Classifier Learning Contest}

}

@book{b9,
	
	
		,
	title={{Integrating Fuzzy Logic With Data Mining Methods for Intrusion Detection}}
		,
	author={{
			JLuo
		}}
		
			,
	year={1999}
		
		
			Department of Computer Science, Mississippi State University
		
	
	,
	note={Master's thesis}

}

@incollection{b10,
	
	
		,
	title={{Testing intrusion detection systems: a critique of the 1998 and 1999 darpa intrusion detection system evaluations as performed by lincoln laboratory}}
		,
	author={{
			JMchugh
		}}
	
	
		,
	journal={{ACM Transactions on Information and System Security}}
		
			3
			4
			
			,
	year={2000}
		
	

}

@book{b11,
	
	
		,
	title={{Computer Security Threat Monitoring and Surveillance}}
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	author={{
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	year={April 1980}
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	publisher={Anderson Co}
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	address={Fort Washington, Pennsylvania}
		
	
	,
	note={Technicalreport}

}

@incollection{b12,
	
	
		,
	title={{Intrusion detection: methods and systems}}
		,
	author={{
			Joseph
		} and {
			Rod
		}}
		
	
	
		,
	journal={{Information Management and Computer Security}}
		
			11
			5
			
			,
	year={2003}
		
	

}

@book{b13,
	
	
		
		,
	title={{KDD CUP 1999 Data. The UCI KDD Archive Information and Computer Science}}
				University of California,Irvine
		
	

}

@book{b14,
	
	
		,
	title={{The MINDS -Minnesota intrusion detection system, next generation data mining}}
		,
	author={{
			LErtoz
		} and {
			EEilerson
		} and {
			ALazareviv
		}}
		
		
		
			,
	year={2004}
			,
	publisher={MIT Press}
		
	

}

@incollection{b15,
	
	
		,
	title={{A Method To Detect Intrusive Activity in a Networked Environment}}
		,
	author={{
			LTHeberlein
		} and {
			KNLevitt
		} and {
			BMukherjee
		}}
		
		
	
	
		,
	booktitle={{Proceedings of the 14th National Computer Security Conference}}
				the 14th National Computer Security Conference
		
			,
	year={october 1991}
			
		
	

}

@incollection{b16,
	
	
		,
	title={{A Framework for constructing features and models for intrusion detection systems}}
		,
	author={{
			WLee
		} and {
			SJStolfo
		}}
		
	
	
		,
	journal={{ACM TransInfSystSecurity}}
		
			,
	year={2000}
		
	

}

@book{b17,
	
	
		,
	author={{
			MTavallaee
		} and {
			EBagheri
		} and {
			WLu
		} and {
			AGhorbani
		}}
		
		
		
		,
	title={{A Detailed Analysis of the KDD CUP 99 Data Set, IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA)}}
				
			,
	year={2009}
		
	

}

@incollection{b18,
	
	
		,
	title={{Jaideep Srivastava, Pang-Ning Tan, Data Mining for Network Intrusion Detection}}
		
	
	
		,
	booktitle={{Nsl-kdd data set for network-based intrusion detection Systems. Available on}}
				LeventErtoz, Vipin Kumar, AleksandarLazarevic
		
			,
	publisher={Paul Dokas}
			,
	year={March, 2010. 22. 2001}
		
		
			University of Minnesota
		
	

}

@incollection{b19,
	
	
		,
	title={{Machine learning from imbalanced data sets 101}}
		,
	author={{
			FProvost
		}}
	
	
		,
	booktitle={{Proceedings of the AAAI'2000 Workshop on Imbalanced Data}}
				the AAAI'2000 Workshop on Imbalanced Data
		
			,
	year={2000}
		
	

}

@book{b20,
	
	
		,
	title={{The Architecture of a Network Level Intrusion Detection System}}
		,
	author={{
			RHeady
		} and {
			GLuger
		} and {
			AMaccabe
		} and {
			MServilla
		}}
		
		
		
		
			,
	year={August 1990}
		
		
			Department of Computer Science, University of New Mexico
		
	
	,
	note={Technical report}

}

@book{b21,
	
	
		,
	title={{The Architecture of a Network Level Intrusion Detection System}}
		,
	author={{
			RHeady
		} and {
			GLuger
		} and {
			AMaccabe
		} and {
			MServilla
		}}
		
		
		
		
			,
	year={August 1990}
		
		
			Department of Computer Science, University of New Mexico
		
	
	,
	note={Technical report}

}

@incollection{b22,
	
	
		,
	title={{Adaptive Framework for Network Intrusion Detection by Using Genetic-Based Machine Learning Algorithm}}
		,
	author={{
			SWafa
		} and {
			ReyadhshAl-Sharafat
		} and {
			Naoum
		}}
		
		
	
	
		,
	journal={{IJCS-NS International Journal of Computer Science and Network Security}}
		
			9
			4
			,
	year={April 2009}
		
	

}

@incollection{b23,
	
	
		,
	title={{Genetic Algorithm for framing rules for intrusion Detection}}
		,
	author={{
			SSelvakani
		} and {
			RSRajesh
		}}
		
	
	
		,
	journal={{IJCSNS International Journal of Computer Science and Network Security}}
		
			7
			11
			,
	year={November 2007}
		
	

}

@incollection{b24,
	
	
		,
	title={{Thresholding for Making Classifiers Cost-sensitive}}
		,
	author={{
			VSSheng
		} and {
			CXLing
		}}
		
	
	
		,
	booktitle={{Proceedings of the 21National Conference on Artificial Intelligence}}
				the 21National Conference on Artificial IntelligenceBoston, Massachusetts
		
			,
	year={2006}
			
		
	

}

@book{b25,
	
	
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	title={{Practical Security, O'Reilly and Associates}}
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	author={{
			GeneSimsongarfinkel
		} and {
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	year={1991}
			,
	address={Sebastopol, California}
		
	

}

@book{b26,
	
	
		,
	title={{Data Mining Methods for Network Intrusion Detection}}
		,
	author={{
			Sterrybrugger
		}}
		
			,
	year={June 2004}
		
		
			University of California
		
	

}

@incollection{b27,
	
	
		,
	title={{Types of cost in inductive concept learning}}
		,
	author={{
			PDTurney
		}}
	
	
		,
	booktitle={{Proceedings of the Workshop on Cost-Sensitive Learning at the Seventeenth International Conference on Machine Learning}}
				the Workshop on Cost-Sensitive Learning at the Seventeenth International Conference on Machine LearningCalifornia
		
			,
	year={2000}
		
		
			Stanford University
		
	

}

@incollection{b28,
	
	
		,
	title={{Cost-Sensitive Classification: Empirical Evaluation of a Hybrid Genetic Decision Tree Induction Algorithm}}
		,
	author={{
			PDTurney
		}}
	
	
		,
	journal={{Journal of Artificial Intelligence Research}}
		
			2
			
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	year={1995}
		
	

}

@incollection{b29,
	
	
		,
	title={{Learning and Making Decisions When Costs and Probabilities are Both Unknown}}
		,
	author={{
			BZadrozny
		} and {
			CElkan
		}}
		
	
	
		,
	booktitle={{Proceedings of the Seventh International Conference on Knowledge Discovery and Data Mining}}
				the Seventh International Conference on Knowledge Discovery and Data Mining
		
			,
	year={2001}
			
		
	

}

@book{b30,
	
	
		,
	title={{Costsensitive learning by Cost-Proportionate instance}}
		,
	author={{
			BZadrozny
		} and {
			JLangford
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			Abe
		} and {
			N
		}}
		
		
		
		
	

}