@incollection{,
	
					
					
					00FD4782C3B3C266561D9660BF318757
				,
	author={{Abdo Mahyoub TaherNasser} and {School of Computational Science, SRTM University, Nanded, Maharashtra , India}},
	journal={{Global Journal of Computer Science and Technology}},
	journal={{GJCST}}0975-41720975-435010.34257/gjcst,
	address={Cambridge, United States},
	publisher={Global Journals Organisation}143713
}

@book{b0,
	
	
		,
	title={{Presented as part of the Science Undergraduate Laboratory Internships (SULI) program}}
		,
	author={{
			MattKSmith
		} and {
			CharlesCCastello
		} and {
			JoshuaRNew
		}}
		
		
		
			,
	year={2013. July 29. 2013}
		
	
	,
	note={Sensor Validation with Machine Learning}

}

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		,
	title={{Nando de Freitas; A Machine Learning Approach to Pattern Detection and Prediction for Environmental Monitoring and Water Sustainability; Workshop on Machine Learning for Global Challenges}}
		,
	author={{
			MichaelOsborne
		} and {
			RomanGarnetty
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			KevinSwerskyz
		}}
		
		
		
	
	,
	note={ICML 2011}

}

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		,
	title={{Gaussian Process Latent Variable Models for Fault Detection}}
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	author={{
			LEciolaza
		} and {
			MAlkarouri
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			,
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		,
	title={{Sequential Bayesian Prediction in the Presence of Changepoints and Faults}}
		,
	author={{
			RGarnett
		} and {
			MAOsborne
		} and {
			SReece
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			SJRoberts
		}}
		
		
		
		
	
	
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	journal={{The Computer Journal}}
		
			53
			,
	year={2010}
		
	

}

@incollection{b4,
	
	
		,
	title={{A Machine Learning Approach for Fault Detection in Multi-variable Systems}}
		,
	author={{
			YGuo
		} and {
			JWall
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			JLi
		} and {
			SWest
		}}
		
		
		
	
	
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	booktitle={{ATES in conjunction with Tenth Conference on Autonomous Agents and Multi-Agent Systems (AAMAS) AAMAS 2011}}
				Taipei, Taiwan
		
			,
	year={May 2011}
		
	

}

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		,
	title={{Analysis of an information monitoring and diagnostic system to improve building operations}}
		,
	author={{
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			PHaves
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	journal={{Energy and Build¬ings}}
		
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		,
	title={{Application of machine learning in fault diagnostics of mechanical systems}}
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	author={{
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			Auslander
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			David
		} and {
			Bartlett
		} and {
			Peter
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			PhilipHaves
		}}
		
		
		
		
		
	
	
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	booktitle={{Proceedings of the World Congress on Engineering and Computer Science}}
				the World Congress on Engineering and Computer ScienceSan Francisco, USA
		
			,
	year={Oct 2008}
		
	

}

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		,
	title={{System and component diagnostics}}
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	author={{
			DWestphalen
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			KWRoth
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	journal={{ASHRAE Journal}}
		
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	author={{
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	title={{A development of easy-to-use tool for fault detection and diagnosis in building air-conditioning systems}}
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	author={{
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	journal={{Energy and Buildings}}
		
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	title={{A statistical, rulebased fault detection and diagnostic method for vapor compression air conditioners}}
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	author={{
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	journal={{International Journal of Heating, Ventilating, Air Conditioning and Refrigerating Research}}
		
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}

@incollection{b11,
	
	
		,
	title={{Condition monitoring in HVAC subsystems using first principles models}}
		,
	author={{
			Philip;Haves
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			TimothyISalsbury
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			JonathanAWright
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	journal={{ASHRAE Transactions}}
		
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	title={{Dynamic model of a centrifugal chiller system -Model development, numerical study, and validation. ASHRAE Transactions, v 111 PART 1}}
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	author={{
			Satyam;Bendapudi
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			JamesEBraun
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			Groll
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	year={2005}
			
		
	

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@incollection{b13,
	
	
		,
	title={{Application of black-box models to HVAC systems for fault detection}}
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	author={{
			HenkCPeitsman
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			VincentEBakker
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	journal={{ASHRAE Transactions}}
		
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	author={{
			MassiehNajafi
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			DavidMAuslander
		} and {
			PeterLBartlett
		}}
		
		
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	title={{Philip Haves; Application of Machine Learning in Fault Diagnostics of Mechanical Systems}}
				
	

}

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	title={{}}
	
	
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	journal={{Proceedings of the World Congress on Engineering and Computer Science}}
		
			,
	year={2008 WCECS 2008. October 22 -24, 2008}
		
	

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@incollection{b16,
	
	
		,
	title={{A Bayesian network fault diagnostic system for proton exchange membrane fuel cells}}
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	author={{
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	journal={{Journal of power sources}}
		
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	year={2007}
		
	

}

@incollection{b17,
	
	
		,
	title={{Monitoring a complex physical system using a hybrid dynamic Bayes net}}
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	author={{
			ULerner
		} and {
			BMoses
		} and {
			MScott
		} and {
			SMcilraith
		} and {
			DKoller
		}}
		
		
		
		
	
	
		,
	booktitle={{Proceedings of 18th Conference on Uncertainty in AI}}
				18th Conference on Uncertainty in AI
		
			,
	year={2002}
			
		
	

}

@incollection{b18,
	
	
		,
	title={{Using Bayesian network for fault detection on distribution feeder}}
		,
	author={{
			CFChien
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	journal={{IEEE Trans. Power Delivery}}
		
			2202
			
		
	

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@incollection{b19,
	
	
		,
	title={{Kenji Te; A Machine Learning Approach for Identifying and Classifying Faults in Wireless Sensor Networks}}
		,
	author={{
			MarcoEhsan Ullah Warriach
		} and {
			Aiello
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		,
	booktitle={{IEEE 15th International Conference on Computational Science and Engineering}}
				
			,
	year={2012}
		
	

}

@incollection{b20,
	
	
		,
	title={{Detecting Intrusions Using System Calls: Alternative 23. C. Sung-Bae and H. Sang-Jun, Two Sophisticated Techniques to Improve HMM-Based Intrusion Detection Systems, Recent Advances in Intrusion Detection}}
		,
	author={{
			CWarrender
		} and {
			SForrest
		} and {
			BPearlmutter
		}}
		
		
	
	
		,
	journal={{LNCS Springer Berlin}}
		
			
			,
	year={2003}
		
	

}

@incollection{b21,
	
	
		,
	title={{Markov Chains, Classifiers, and Intrusion Detection}}
		,
	author={{
			SJha
		} and {
			KTan
		} and {
			RAMaxion
		}}
		
		
	
	
		,
	booktitle={{Proceedings of the 14th IEEE workshop on Computer Security Foundations}}
				the 14th IEEE workshop on Computer Security FoundationsWashington, DC, USA
		
			,
	publisher={IEEE Computer Society}
			,
	year={2001}
		
	

}

@incollection{b22,
	
	
		,
	title={{Anomaly detection of webbased attacks}}
		,
	author={{
			CKruegel
		} and {
			GVigna
		}}
		
	
	
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	booktitle={{Proceedings of the 10th ACM conference on Computer and communications security (CCS '03)}}
				the 10th ACM conference on Computer and communications security (CCS '03)New York, NY, USA
		
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	publisher={ACM}
			
		
	

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@incollection{b23,
	
	
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	title={{Robustness of the Markov-chain model for Cyber-attack detection}}
		,
	author={{
			NYe
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			YZhang
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			CMBorror
		}}
		
		
	
	
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	journal={{IEEE Transaction on Reliability}}
		
			53
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	year={2004}
		
	

}

@incollection{b24,
	
	
		,
	title={{Hidden Markov models for fault detection in dynamic systems}}
		,
	author={{
			PSmyth
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	journal={{Pattern Recognition}}
		
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	year={January 1994}
		
	

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@book{b25,
	
	
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	title={{Control theoretic Approach to Intrusion detection using a Distributed Hidden Markov model}}
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	author={{
			RKhanna
		} and {
			HLiu
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			,
	year={August 2008}
			,
	publisher={IEEE Wireless Communications}
			15
			
		
	

}

@book{b26,
	
	
		,
	title={{Automated Fault Detection And Diagnosis Of HVAC Subsystems Using Statistical Machine Learning}}
		,
	author={{
			SWest
		} and {
			YGuo
		} and {
			XRWang
		}}
		
		
		
			12
		
	

}

@book{b27,
	
	
		,
	title={{International Conference of the International Building Performance Simulation Association}}
				
			,
	year={2011}
		
	

}