@incollection{,
	
					
					
					5219C1A1B61E8B5ACF7D613DC925F030
				,
	author={{JinatAra} and {Southeast University}},
	journal={{Global Journal of Computer Science and Technology}},
	journal={{GJCST}}0975-41720975-435010.34257/gjcst,
	address={Cambridge, United States},
	publisher={Global Journals Organisation}1822129
}

@incollection{b0,
	
	
		,
	title={{Machine Learning methods for E-mail Classification}}
		,
	author={{
			WAAwad
		} and {
			SMElseuofi
		}}
		
	
	
		,
	journal={{International Journal of Computer Applications}}
		
			1
			16
			,
	year={2011}
		
	

}

@incollection{b1,
	
	
		,
	title={{A survey of machine learning techniques for Spam filtering}}
		,
	author={{
			OSaad
		} and {
			ADarwish
		} and {
			RFaraj
		}}
		
		
	
	
		,
	journal={{International Journal of Computer Science and Network Security (IJCSNS)}}
		
			12
			2
			66
			,
	year={2012}
		
	

}

@incollection{b2,
	
	
		,
	title={{A first look at inter-data center traffic characteristics via yahoo!datasets}}
		,
	author={{
			YChen
		} and {
			SJain
		} and {
			VKAdhikari
		} and {
			ZLZhang
		} and {
			KXu
		}}
		
		
		
		
	
	
		,
	booktitle={{INFOCOM, 2011 Proceedings IEEE}}
				
			,
	publisher={IEEE}
			,
	year={2011. April}
			
		
	

}

@incollection{b3,
	
	
		,
	title={{Like technology from an advanced alien culture: Google apps for education at ASU}}
		,
	author={{
			KBarlow
		} and {
			JLane
		}}
		
	
	
		,
	booktitle={{Proceedings of the 35th annual ACM SIGUCCS fall conference}}
				the 35th annual ACM SIGUCCS fall conference
		
			,
	publisher={ACM}
			,
	year={2007}
			
		
	
	,
	note={October)}

}

@incollection{b4,
	
	
		,
	title={{Revisiting Whittaker & Sidner's email overload ten years later}}
		,
	author={{
			DFisher
		} and {
			AJBrush
		} and {
			EGleave
		} and {
			MASmith
		}}
		
		
		
	
	
		,
	booktitle={{Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work}}
				the 2006 20th anniversary conference on Computer supported cooperative work
		
			,
	publisher={ACM}
			,
	year={2006. November}
			
		
	

}

@incollection{b5,
	
	
		,
	title={{A survey of learningbased techniques of email spam filtering}}
		,
	author={{
			EBlanzieri
		} and {
			ABryl
		}}
		
	
	
		,
	journal={{Artificial Intelligence Review}}
		
			29
			1
			
			,
	year={2008}
		
	

}

@incollection{b6,
	
	
		,
	title={{A case-based approach to spam filtering that can track concept drift}}
		,
	author={{
			PCunningham
		} and {
			NNowlan
		} and {
			SJDelany
		} and {
			MHaahr
		}}
		
		
		
	
	
		,
	booktitle={{The ICCBR}}
				
			,
	year={2003. May}
			3
			
		
	

}

@incollection{b7,
	
	
		,
	title={{Support vector machines for spam categorization}}
		,
	author={{
			HDrucker
		} and {
			DWu
		} and {
			VNVapnik
		}}
		
		
	
	
		,
	journal={{IEEE Transactions on Neural networks}}
		
			10
			5
			
			,
	year={1999}
		
	

}

@incollection{b8,
	
	
		,
	title={{A Bayesian approach to filtering junk e-mail}}
		,
	author={{
			MSahami
		} and {
			SDumais
		} and {
			DHeckerman
		} and {
			EHorvitz
		}}
		
		
		
	
	
		,
	booktitle={{Learning for Text Categorization: Papers from the 1998 workshop}}
				
			,
	year={1998. July}
			62
			
		
	

}

@incollection{b9,
	
	
		,
	title={{SVM-Based Spam Filter with Active and Online Learning}}
		,
	author={{
			QWang
		} and {
			YGuan
		} and {
			XWang
		}}
		
		
	
	
		,
	booktitle={{TREC}}
				
			,
	year={2006}
		
	

}

@book{b10,
	
	
		,
	author={{
			SMohammed
		} and {
			OMohammed
		} and {
			JFiaidhi
		} and {
			SJFong
		} and {
			THKim
		}}
		
		
		
		
		,
	title={{Classifying Unsolicited Bulk Email (UBE) using Python Machine Learning Techniques}}
				
			,
	year={2013}
		
	

}

@incollection{b11,
	
	
		,
	title={{Text and image based spam email classification using KNN, Naïve Bayes and Reverse DBSCAN algorithm}}
		,
	author={{
			AHarisinghaney
		} and {
			ADixit
		} and {
			SGupta
		} and {
			AArora
		}}
		
		
		
	
	
		,
	booktitle={{Optimization, Reliabilty, and Information Technology (ICROIT), 2014 International Conference on}}
				
			,
	publisher={IEEE}
			,
	year={2014. February}
			
		
	

}

@book{b12,
	
	
		,
	title={{Supervised learning approach for spam classification analysis using data mining tools. organization}}
		,
	author={{
			MScholar
		}}
		
			,
	year={2010}
			2
			
		
	

}

@incollection{b13,
	
	
		,
	title={{A study on email spam filtering techniques}}
		,
	author={{
			VChristina
		} and {
			SKarpagavalli
		} and {
			GSuganya
		}}
		
		
	
	
		,
	journal={{International Journal of Computer Applications}}
		
			12
			1
			
			,
	year={2010}
		
	

}

@book{b14,
	
	
		,
	author={{
			VMetsis
		} and {
			IAndroutsopoulos
		} and {
			GPaliouras
		}}
		
		
		,
	title={{Spam filtering with naive bayes-which naive bayes? In CEAS}}
				
			,
	year={2006. July}
			17
			
		
	

}

@book{b15,
	
	
		,
	title={{An evaluation of naive bayesian anti-spam filtering}}
		,
	author={{
			IAndroutsopoulos
		} and {
			JKoutsias
		} and {
			KVChandrinos
		} and {
			GPaliouras
		} and {
			CDSpyropoulos
		}}
		
		
		
		
		cs/0006013
		
			,
	year={2000}
		
	
	,
	note={arXiv preprint}

}

@incollection{b16,
	
	
		,
	title={{Naive Bayes Spam Filtering Using Word-Position-Based Attributes}}
		,
	author={{
			JHovold
		}}
	
	
		,
	booktitle={{CEAS}}
				
			,
	year={2005. July}
			
		
	

}

@incollection{b17,
	
	
		,
	title={{Evaluating costsensitive unsolicited bulk email categorization}}
		,
	author={{
			JM GHidalgo
		}}
	
	
		,
	booktitle={{References In Proceedings of the 2002 ACM symposium on Applied computing}}
				
			,
	publisher={ACM}
			,
	year={2002. March}
			
		
	

}

@book{b18,
	
	
		,
	title={{Learning to filter spam e-mail: A comparison of a naive bayesian and a memory-based approach}}
		,
	author={{
			IAndroutsopoulos
		} and {
			GPaliouras
		} and {
			VKarkaletsis
		} and {
			GSakkis
		} and {
			CDSpyropoulos
		} and {
			PStamatopoulos
		}}
		
		
		
		
		
		cs/0009009
		
			,
	year={2000}
		
	
	,
	note={arXiv preprint}

}

@incollection{b19,
	
	
		,
	title={{In vivo spam filtering: a challenge problem for KDD}}
		,
	author={{
			TFawcett
		}}
	
	
		,
	journal={{ACM SIGKDD Explorations Newsletter}}
		
			5
			2
			
			,
	year={2003}
		
	

}

@incollection{b20,
	
	
		,
	title={{Using visual features for anti-spam filtering}}
		,
	author={{
			CTWu
		} and {
			KTCheng
		} and {
			QZhu
		} and {
			YLWu
		}}
		
		
		
	
	
		,
	booktitle={{ICIP 2005. IEEE International Conference on}}
				
			,
	publisher={IEEE}
			,
	year={2005. September. 2005}
			3
			509
		
	
	,
	note={Image Processing}

}

@incollection{b21,
	
	
		,
	title={{Spam filtering for short messages}}
		,
	author={{
			GVCormack
		} and {
			JMHidalgo
		} and {
			EPSánz
		}}
		
		
	
	
		,
	booktitle={{Proceedings of the sixteenth ACM conference on Conference on information and knowledge management}}
				the sixteenth ACM conference on Conference on information and knowledge management
		
			,
	publisher={ACM}
			,
	year={2007. November}
			
		
	

}

@incollection{b22,
	
	
		,
	title={{Overview of textual anti-spam filtering techniques}}
		,
	author={{
			TSubramaniam
		} and {
			HAJalab
		} and {
			AYTaqa
		}}
		
		
	
	
		,
	journal={{International Journal of Physical Sciences}}
		
			5
			12
			
			,
	year={2010}
		
	

}

@incollection{b23,
	
	
		,
	title={{Adaptive approach for spam detection}}
		,
	author={{
			SSharma
		} and {
			AArora
		}}
		
	
	
		,
	journal={{International Journal of Computer Science Issues}}
		
			10
			4
			
			,
	year={2013}
		
	

}

@book{b24,
	
	
		,
	title={{Effectiveness and limitations of statistical spam filters}}
		,
	author={{
			MTBanday
		} and {
			TRJan
		}}
		
		arXiv:0910.2540
		
			,
	year={2009}
		
	
	,
	note={arXiv preprint}

}

@incollection{b25,
	
	
		,
	title={{Spam filtering using support vector machine}}
		,
	author={{
			PChhabra
		} and {
			RWadhvani
		} and {
			SShukla
		}}
		
		
	
	
		,
	journal={{Special Issue IJCCT}}
		
			1
			2
			3
			,
	year={2010}
		
	

}

@incollection{b26,
	
	
		,
	title={{Machine learning techniques in spam filtering}}
		,
	author={{
			KTretyakov
		}}
	
	
		,
	booktitle={{Data Mining Problem-oriented Seminar, MTAT}}
				
			,
	year={2004. May}
			3
			
		
	

}

@incollection{b27,
	
	
		,
	title={{Mobile SMS spam filtering for Nepali text using naïve bayesian and support vector machine}}
		,
	author={{
			TBShahi
		} and {
			AYadav
		}}
		
	
	
		,
	journal={{International Journal of Intelligence Science}}
		
			4
			01
			24
			,
	year={2013}
		
	

}

@incollection{b28,
	
	
		,
	title={{Support vector machines for spam categorization}}
		,
	author={{
			HDrucker
		} and {
			DWu
		} and {
			VNVapnik
		}}
		
		
	
	
		,
	journal={{IEEE Transactions on Neural networks}}
		
			10
			5
			
			,
	year={1999}
		
	

}

@book{b29,
	
	
		,
	title={{Detection of Spam in Online Social Networks (OSN) Through Rule-based System}}
		,
	author={{
			TSuganya
		} and {
			KSridevi
		} and {
			MArulprakash
		}}
		
		
		
	

}

@incollection{b30,
	
	
		,
	title={{}}
		,
	author={{
			URahane
		} and {
			ALande
		} and {
			OBavikar
		} and {
			SChavan
		} and {
			KNShedge
		}}
		
		
		
		
	
	
		,
	journal={{International Journal of Engineering Sciences & Research Technology Advanced Filtering System to Protect OSN user Wall From Unwanted Messages}}
		
	

}

@incollection{b31,
	
	
		,
	title={{Fast learning in networks of locally-tuned processing units}}
		,
	author={{
			JMoody
		} and {
			CJDarken
		}}
		
	
	
		,
	journal={{Neural computation}}
		
			1
			2
			
			,
	year={1989}
		
	

}

@incollection{b32,
	
	
		,
	title={{Spam mail detection through data mining-A comparative performance analysis}}
		,
	author={{
			MRathi
		} and {
			VPareek
		}}
		
	
	
		,
	journal={{International Journal of Modern Education and Computer Science}}
		
			5
			12
			31
			,
	year={2013}
		
	

}

@book{b33,
	
	
		,
	author={{
			PGraham
		}}
		
		,
	title={{A plan for spam}}
				
			,
	year={2002}
		
	

}

@incollection{b34,
	
	
		,
	title={{Categorization and keyword identification of unlabeled documents}}
		,
	author={{
			NKang
		} and {
			CDomeniconi
		} and {
			DBarbará
		}}
		
		
	
	
		,
	booktitle={{Data Mining, Fifth IEEE International Conference on}}
				
			,
	publisher={IEEE}
			,
	year={2005. November}
			4
		
	

}

@incollection{b35,
	
	
		,
	title={{Spam Mail Detection Using Classification Techniques and Global Training Set}}
		,
	author={{
			VKSingh
		} and {
			SBhardwaj
		}}
		
	
	
		,
	booktitle={{Intelligent Computing and Information and Communication}}
				
			,
	year={2018}
			
		
	

}

@book{b36,
	
	
		,
	title={{}}
		,
	author={{
			MSShafi'i Muhammad Abdulhamid
		} and {
			OOsho
		} and {
			IIsmaila
		} and {
			JKAlhassan
		}}
		
		
		
		
			,
	year={2018}
		
	

}

@book{b37,
	
	
		,
	title={{Comparative Analysis of Classification Algorithms for Email Spam Detection}}
		
	

}

@book{b38,
	
	
		,
	title={{An approach for Malicious Spam Detection in Email with comparison of different classifiers}}
		,
	author={{
			UKSah
		} and {
			NParmar
		}}
		
		
			,
	year={2017}
		
	

}

@book{b39,
	
	
		,
	title={{E-Mail Spam Detection and Classification Using SVM and Feature Extraction}}
		,
	author={{
			TVerma
		}}
		
			,
	year={2017}
		
	

}

@incollection{b40,
	
	
		,
	title={{Analysis of Naïve Bayes Algorithm for Email Spam Filtering across Multiple Datasets}}
		,
	author={{
			NFRusland
		} and {
			NWahid
		} and {
			SKasim
		} and {
			HHafit
		}}
		
		
		
	
	
		,
	booktitle={{IOP Conference Series: Materials Science and Engineering}}
				
			,
	publisher={IOP Publishing}
			,
	year={2017. August}
			226
			12091
		
	

}

@incollection{b41,
	
	
		,
	title={{Design of a Machine Learning Based Predictive Analytics System for Spam Problem}}
		,
	author={{
			ASYüksel
		} and {
			SFCankaya
		} and {
			?SÜncü
		}}
		
		
	
	
		,
	journal={{Acta Physica Polonica, A}}
		
			3
			132
			,
	year={2017}
		
	

}

@incollection{b42,
	
	
		,
	title={{Towards Filtering of SMS Spam Messages Using Machine Learning Based Technique}}
		,
	author={{
			NChoudhary
		} and {
			AKJain
		}}
		
	
	
		,
	booktitle={{Advanced Informatics for Computing Research}}
				Singapore
		
			,
	publisher={Springer}
			,
	year={2017}
			
		
	

}

@incollection{b43,
	
	
		,
	title={{Spam detection using clustering, random forests, and active learning}}
		,
	author={{
			DDebarr
		} and {
			HWechsler
		}}
		
	
	
		,
	booktitle={{Sixth Conference on Email and Anti-Spam}}
				Mountain View, California
		
			,
	year={2009. July}
			
		
	

}

@incollection{b44,
	
	
		,
	title={{A review of machine learning approaches to spam filtering}}
		,
	author={{
			TSGuzella
		} and {
			WMCaminhas
		}}
		
	
	
		,
	journal={{Expert Systems with Applications}}
		
			36
			7
			
			,
	year={2009}
		
	

}

@incollection{b45,
	
	
		,
	title={{Using tri-training and support vector machines for addressing the ECML/PKDD 2006 discovery challenge}}
		,
	author={{
			DMavroeidis
		} and {
			KChaidos
		} and {
			SPirillos
		} and {
			DChristopoulos
		} and {
			MVazirgiannis
		}}
		
		
		
		
	
	
		,
	booktitle={{Proceedings of ECMLPKDD 2006 Discovery Challenge Workshop}}
				ECMLPKDD 2006 Discovery Challenge Workshop
		
			,
	year={2006}
			
		
	

}

@incollection{b46,
	
	
		,
	title={{Introducing the Enron Corpus}}
		,
	author={{
			BKlimt
		} and {
			YYang
		}}
		
	
	
		,
	booktitle={{CEAS}}
				
			,
	year={2004. July}
		
	

}