Screen LibraryMining graph data
This text takes a focused and comprehensive look at mining data represented as a graph, with the latest findings and applications in both theory and practice provided. Even if you have minimal background in analyzing graph data, with this book you'll be able to represent data as graphs, extract...
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| Group Author: | ; |
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| Literature type: | Electronic eBook |
| Language: | English |
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| Online Access: |
http://onlinelibrary.wiley.com/book/10.1002/0470073047 |
| Summary: |
This text takes a focused and comprehensive look at mining data represented as a graph, with the latest findings and applications in both theory and practice provided. Even if you have minimal background in analyzing graph data, with this book you'll be able to represent data as graphs, extract patterns and concepts from the data, and apply the methodologies presented in the text to real datasets. |
| Carrier Form: | xix, 479 pages : illustrations ; 25 cm |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: |
9780470073049 0470073047 9780470073032 0470073039 |
| Index Number: | QA76 |
| CLC: | TP311.12 |
| Contents: | Graph matching : exact and error-tolerant methods and the automatic learning of edit costs / Horst Bunke, Michel Neuhaus -- Graph visualization and data mining / Walter Didimo, Giuseppe Liotta -- Graph patterns and the R-Mat generator / Deepayan Chakrabarti, Christos Faloutsos -- Discovery of frequent substructures / Xifeng Yan, Jiawei Han -- Finding topological frequent patterns from graph datasets / Michihiro Kuramochi, George Karypis -- Unsupervised and supervised pattern learning in graph data / Diane J. Cook, Lawrence B. Holder, Nikhil Ketkar -- Graph grammar learning / Istvan Jonyer -- Constructing decision tree based on chunkingless graph-based induction / Kouzou Ohara, Phu Chien Nguyen, Akira Mogi, Hiroshi Motoda, Takashi Washio -- Some links between formal concept analysis and graph mining / Michel Liquière -- Kernel methods for graphs / Thomas Gärtner, Tamás Horváth, Quoc V. Le, Alex J. Smola, Stefan Wrobel -- Kernels as link analysis measures / Masashi Shimbo, Takahiko Ito -- Entity resolution in graphs / Indrajit Bhattacharya, Lise Getoor -- Mining from chemical graphs / Takashi Okada -- Unified approach to rooted tree mining : algorithms and applications / Mohammed Zaki -- Dense subgraph extraction / David Gibson, Ravi Kumar, Kevin S. McCurley, Andrew Tomkins -- Social network analysis / Sherry E. Marcus, Melanie Moy, Thayne Coffman. |