| Preface Acknowledgments Contributors 1 INTRODUCTION Lawrence B.Holder and Diane J.Cook 1.1 Terminology 1.2 Graph Databases 1.3 Book 0verview Rererences PartⅠ GRAPHS 2 GRAPH MATcHING—ExAcT AND ERROR.TOLERANT METHODS AND THE AUToMATIC LEARNING OF EDIT COSTS Horst Bunke and Michef Neuhaus 2.1 IntrOduction 2.2 Definitions and Graph Matching Methods 2.3 Learning Edit Costs 2.4 Experimental Evaluation 2.5 Discussion and Conclusions Refefences 3 GRAPH VISUALIZATION AND DATA MINING Walter Didimo and Giuseppe Liotta 3.1 Introduction 3.2 Graph Drawing Techniques 3.3 Examples of Visualization Systems 3.4 Conclusions RefeFences 4 GRAPH PATTERNS AND THE R.MAT GENERATOR Deepayan Chakrabarti and Christos Faloutsos 4.1 IntroductiOn 4.2 Background and Related Work 4.3 NetMine and R—MAT 4.4 Experiments 4.5 Conclusions References PartⅡ MINING TECHNIQUES 5 DISCOVERY OF FREQUENT SUBSTRUCTURES Xifeng Yan and Jiawei Han 5.1 Introduction 5.2 Preliminary Concepts 5.3 Apriori-based Approach 5.4 Pattern Growth Approach 5.5 Variant Substructure Patterns 5.6 Experiments and PerfoFinance Study 5.7 Conclusions RefeFences 6 FlNDlNG TOPOLOGICAL FREQUENT PATTERNS FROM GRAPH DATASETS Michihiro Kuramochi and George Karypis 6.1 IntrOduction 6.2 Background Definitions and Noration 6.3 Frequent Pattern Discovery from Graph Datasets—Problem Definitions 6.4 FSG for the Graph—Transaction Setting 6.5 S JGRAM for the Single—Graph Setting 6.6 GREW——Scalable Frequent Subgraph Discovery Algorithm 6.7 Related Research 6.8 Conclusions RefeFences 7 UNSUPERVISED AND SUPERVISED PATTERN LEARNING lN GRAPH DATA Diane J.Cook。Lawrence B.Holder,and Nikhil Ketkar 7.1 IntrOduction …… 8 Graph Grammar Learning 9 CONSTRUCTING DECISION TREE BASED ON CHUNKINGLESS GRAPH-BASED INDUCTION 10 Some Links between Formal Concept Analysis and Graph Mining 11 Kernel Methods for Graphs 12 Kernels as Link Analysis Measures 13 Entity Resolution in Graphs Part Ⅲ：Applications 14 Mining from Chemical Graphs 15 Unified Approach to Rooted Tree Mining: Algorithms and Applications 16 Dense Subgraph Extraction 17 Social Network Analysis Index |
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