@incollection{, B30B4784DAFB97DD153629AF8B79FC3D , author={{UmeshB.Shingote} and {Dr. Setu KumarChaturvedi} and {Rajiv Gandhi Proudyogiki Vishwavidyalaya,Bhopal,INDIA.}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}1463946 } @incollection{b0, , title={{Scalable Learning of Collective Behavior}} , author={{ LeiTang } and { XufeiWang } and { HuanLiu }} , journal={{IEEE 2012 Transactions on Knowledge and Data Engineering}} 24 6 , year={2012} } @book{b1, , title={{Link communities reveal multi-scale complexity in networks}} , author={{ YYAhn } and { JPBagrow } and { SLehmann }} , year={2009} } @incollection{b2, , title={{Birds of a feather: Homophily in social networks}} , author={{ MMcpherson } and { LSmith-Lovin } and { JMCook }} , journal={{Annual Review of Sociology}} 27 , year={2001} } @incollection{b3, , title={{Classification in networked data: A toolkit and a univariate case study}} , author={{ SAMacskassy } and { FProvost }} , journal={{J. Mach. Learn. Res}} 8 , year={2007} } @incollection{b4, , title={{Leveraging relational autocorrelation with latent group models}} , author={{ JNeville } and { DJensen }} , booktitle={{MRDM '05: Proceedings of the 4th international workshop on Multirelational mining}} New York, NY, USA , publisher={ACM} , year={2005} } @incollection{b5, , title={{Toward predicting collective behavior via social dimension extraction}} , author={{ LTang } and { HLiu }} , journal={{IEEE Intelligent Systems}} 25 , year={2010} } @book{b6, , title={{Introduction to Statistical Relational Learning}} , editor={L. Getoor and B. Taskar} , year={2007} , publisher={The MIT Press} } @incollection{b7, , title={{Nonparametric relational learning for social network analysis}} , author={{ ZXu } and { VTresp } and { SYu } and { KYu }} , booktitle={{KDD'2008 Workshop on Social Network Mining and Analysis}} , year={2008} } @incollection{b8, , title={{Relational learning via latent social dimensions in KDD '09}} , booktitle={{Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining}} the 15th ACM SIGKDD international conference on Knowledge discovery and data miningNew York, NY, USA , publisher={ACM} , year={2009} } @incollection{b9, , title={{Finding and evaluating community structure in networks}} , author={{ MNewman } and { MGirvan }} , journal={{Physical Review E}} 69 26113 , year={2004} } @incollection{b10, , title={{Soft clustering on graphs}} , author={{ KYu } and { SYu } and { VTresp }} , booktitle={{NIPS}} , year={2005} } @incollection{b11, , title={{Link comm. -unities reveal multi-scale complexity in networks}} , author={{ YYAhn } and { JPBagrow } and { SLehmann }} , booktitle={{KDD '09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining}} New York, NY, USA , publisher={ACM} , year={2009. 2009} , note={Relational learning via latent social dimensions} } @incollection{b12, , title={{Large scale multilabel classification via metalabeler}} , author={{ LTang } and { SRajan } and { VKNarayanan }} , booktitle={{WWW '09: Proceedings of the 18th international conference on World Wide Web}} New York, NY, USA , publisher={ACM} , year={2009} } @incollection{b13, , title={{Community evolution in dynamic multi-mode networks}} , author={{ LTang } and { HLiu } and { JZhang } and { ZNazeri }} , booktitle={{KDD '08: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining}} New York, NY, USA , publisher={ACM} , year={2008} } @incollection{b14, , title={{Algorithm 447: efficient algorithms for graph manipulation}} , author={{ JHopcroft } and { RTarjan }} , journal={{Commun. ACM}} 16 6 , year={1973} } @incollection{b15, , title={{Large scale multilabel classification via metalabeler}} , author={{ LTang } and { SRajan } and { VKNarayanan }} , booktitle={{WWW: Proceedings of the 18th international conference on World Wide Web}} New York, NY, USA , publisher={ACM} , year={2009} } @book{b16, , title={{Macro-and micro-averaged evaluation measures}} , author={{ Vincent Van Asch }} , year={2003} } @incollection{b17, , title={{Community evolution in dynamic multi-mode networks}} , author={{ LTang } and { HLiu } and { JZhang } and { ZNazeri }} , booktitle={{KDD '08: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining}} , year={2009} } @book{b18, , title={{Support Vector Machine Classification of Microarray Gene Expression Data}} , author={{ PSMichael } and { Brown William Noble } and { DavidGrundy } and { NelloLin } and { CharlesCristianini } and { ManuelSugnet } and { JrAres } and { DavidHaussler }} , year={1997} }