@incollection{,
	
					
					
					CD4382D1F684AE93F15ED2B79967A891
				,
	author={{DR. MadjidKhalilian} and {NorwatiMustapha} and {university putra malaysia}},
	journal={{Global Journal of Computer Science and Technology}},
	journal={{GJCST}}0975-41720975-435010.34257/gjcst,
	address={Cambridge, United States},
	publisher={Global Journals Organisation}1152934
}

@incollection{b0,
	
	
		,
	title={{A novel unsupervised classification approach for network anomaly detection by k-Means clustering and ID3 decision tree learning methods}}
		,
	author={{
			YYasami
		} and {
			SPMozaffari
		}}
		
	
	
		,
	journal={{The Journal of Supercomputing}}
		
			53
			
			,
	year={2010}
		
	

}

@book{b1,
	
	
		,
	title={{Data mining for security applications}}
		,
	author={{
			BThuraisingham
		} and {
			LKhan
		} and {
			MMMasud
		} and {
			KWHamlen
		}}
		
		
		
		
			,
	year={2009}
		
	

}

@incollection{b2,
	
	
		,
	title={{Data mining-based intrusion detectors}}
		,
	author={{
			SYWu
		} and {
			EYen
		}}
		
	
	
		,
	journal={{Expert Systems with Applications}}
		
			36
			
			,
	year={2009}
		
	

}

@book{b3,
	
	
		,
	title={{Using Data Field to Analyze Network Intrusions}}
		,
	author={{
			FXie
		} and {
			SBai
		}}
		
		
			,
	year={2006}
			
		
	
	,
	note={Information Security Practice and Experience}

}

@incollection{b4,
	
	
		,
	title={{A clustering-based method for unsupervised intrusion detections}}
		,
	author={{
			SYJiang
		} and {
			XSong
		} and {
			HWang
		} and {
			JJHan
		} and {
			QHLi
		}}
		
		
		
		
	
	
		,
	journal={{Pattern Recognition Letters}}
		
			27
			
			,
	year={2006}
		
	

}

@book{b5,
	
	
		,
	title={{A data mining framework for building intrusion detection models}}
		,
	author={{
			WLee
		} and {
			SJStolfo
		} and {
			KWMok
		}}
		
		
		
			,
	year={2002}
		
	

}

@book{b6,
	
	
		,
	title={{A Weighted Support Vector Clustering Algorithm and its Application in Network Intrusion Detection}}
		,
	author={{
			SSun
		} and {
			YZWang
		}}
		
		
			,
	year={2009}
		
	

}

@book{b7,
	
	
		,
	title={{A fast outlier detection strategy for distributed high-Global Journal of Computer Science and Technology Volume XI Issue V Version}}
		,
	author={{
			MKoufakou
		} and {
			Georgiopoulos
		}}
		
		
			,
	year={April 2011}
		
	

}

@incollection{b8,
	
	
		,
	title={{US) dimensional data sets with mixed attributes}}
	
	
		,
	journal={{Data Mining and Knowledge Discovery}}
		
			20
			
			,
	year={2010}
		
	
	,
	note={©2011 Global Journals Inc.}

}

@book{b9,
	
	
		,
	title={{A Parallel Clustering Ensemble Algorithm for Intrusion Detection System}}
		,
	author={{
			HGao
		} and {
			DZhu
		} and {
			XWang
		}}
		
		
		
			,
	year={2010}
		
	

}

@book{b10,
	
	
		,
	title={{A swarm intelligence based clustering approach for outlier detection}}
		,
	author={{
			SAlam
		} and {
			GDobbie
		} and {
			PRiddle
		} and {
			MANaeem
		}}
		
		
		
		
			,
	year={2010}
		
	

}

@book{b11,
	
	
		,
	title={{An Adaptive Anomaly Detection Based on Hierarchical Clustering}}
		,
	author={{
			HLiang
		} and {
			RWei-Wu
		} and {
			RFei
		}}
		
		
		
			,
	year={2009}
		
	

}

@incollection{b12,
	
	
		,
	title={{Anomaly Detection Analysis of Intrusion Data using Supervised & Unsupervised Approach}}
		,
	author={{
			PGogoi
		} and {
			BBorah
		} and {
			DKBhattacharyya
		}}
		
		
	
	
		,
	journal={{Journal of Convergence Information Technology}}
		
			5
			,
	year={2010}
		
	

}

@incollection{b13,
	
	
		,
	title={{Mining Common Outliers for Intrusion Detection}}
		,
	author={{
			GSingh
		} and {
			FMasseglia
		} and {
			CFiot
		} and {
			AMarascu
		} and {
			PPoncelet
		}}
		
		
		
		
	
	
		,
	booktitle={{Advances in Knowledge Discovery and Management}}
				
			,
	year={2010}
			
		
	

}

@book{b14,
	
	
		,
	title={{A Mixed Unsupervised Clustering-Based Intrusion Detection Model}}
		,
	author={{
			GZhang
		} and {
			SZhang
		} and {
			Sun
		}}
		
		
		
			,
	year={2009}
		
	

}

@book{b15,
	
	
		,
	title={{Incremental intrusion detecting method based on SOM/RBF}}
		,
	author={{
			LYTian
		} and {
			WPLiu
		}}
		
		
			,
	year={2010}
		
	

}

@book{b16,
	
	
		,
	title={{Network intrusion detection based on hybrid Fuzzy Cmean clustering}}
		,
	author={{
			HWang
		} and {
			YZhang
		} and {
			DLi
		}}
		
		
		
			,
	year={2010}
		
	

}

@incollection{b17,
	
	
		,
	title={{A Cooperative Network Intrusion detection Based on Fuzzy SVMs}}
		,
	author={{
			STeng
		} and {
			HDu
		} and {
			NWu
		} and {
			WZhang
		} and {
			JSu
		}}
		
		
		
		
	
	
		,
	journal={{Journal of Networks}}
		
			5
			475
			,
	year={2010}
		
	

}