Data Mining

Get Graph Mining: Laws, Tools, and Case Studies PDF

By Deepayan Chakrabarti,Christos Faloutsos

ISBN-10: 1608451151

ISBN-13: 9781608451159

What does the net seem like? How do we locate styles, groups, outliers, in a social community? that are the main significant nodes in a community? those are the questions that encourage this paintings. Networks and graphs seem in lots of different settings, for instance in social networks, computer-communication networks (intrusion detection, site visitors management), protein-protein interplay networks in biology, document-text bipartite graphs in textual content retrieval, person-account graphs in monetary fraud detection, and others.

In this paintings, first we record a number of impressive styles that genuine graphs are likely to stick with. Then we supply a close checklist of turbines that attempt to replicate those styles. turbines are very important, simply because they could aid with "what if" eventualities, extrapolations, and anonymization. Then we offer an inventory of strong instruments for graph research, and particularly spectral equipment (Singular price Decomposition (SVD)), tensors, and case experiences just like the recognized "pageRank" set of rules and the "HITS" set of rules for rating internet seek effects. ultimately, we finish with a survey of instruments and observations from similar fields like sociology, which offer complementary viewpoints.

Table of Contents: advent / styles in Static Graphs / styles in Evolving Graphs / styles in Weighted Graphs / dialogue: The constitution of particular Graphs / dialogue: strength legislation and Deviations / precis of styles / Graph turbines / Preferential Attachment and editions / Incorporating Geographical info / The RMat / Graph iteration via Kronecker Multiplication / precis and Practitioner's advisor / SVD, Random Walks, and Tensors / Tensors / group Detection / Influence/Virus Propagation and Immunization / Case stories / Social Networks / different similar paintings / Conclusions

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Graph Mining: Laws, Tools, and Case Studies by Deepayan Chakrabarti,Christos Faloutsos

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