Data Mining and Knowledge Discovery Handbook

Front Matter....Pages i-xx
Introduction to Knowledge Discovery and Data Mining....Pages 1-15
Front Matter....Pages 17-17
Data Cleansing: A Prelude to Knowledge Discovery....Pages 19-32
Handling Missing Attribute Values....Pages 33-51
Geometric Methods for Feature Extraction and Dimensional Reduction - A Guided Tour....Pages 53-82
Dimension Reduction and Feature Selection....Pages 83-100
Discretization Methods....Pages 101-116
Outlier Detection....Pages 117-130
Front Matter....Pages 131-131
Supervised Learning....Pages 133-147
Classification Trees....Pages 149-174
Bayesian Networks....Pages 175-208
Data Mining within a Regression Framework....Pages 209-230
Support Vector Machines....Pages 231-247
Rule Induction....Pages 249-265
Front Matter....Pages 267-267
A survey of Clustering Algorithms....Pages 269-298
Association Rules....Pages 299-319
Frequent Set Mining....Pages 321-338
Constraint-based Data Mining....Pages 339-354
Link Analysis....Pages 355-368
Front Matter....Pages 369-369
A Review of Evolutionary Algorithms for Data Mining....Pages 371-400
A Review of Reinforcement Learning Methods....Pages 401-417
Front Matter....Pages 369-369
Neural Networks For Data Mining....Pages 419-444
Granular Computing and Rough Sets - An Incremental Development....Pages 445-468
Pattern Clustering Using a Swarm Intelligence Approach....Pages 469-504
Using Fuzzy Logic in Data Mining....Pages 505-520
Front Matter....Pages 521-521
Statistical Methods for Data Mining....Pages 523-540
Logics for Data Mining....Pages 541-551
Wavelet Methods in Data Mining....Pages 553-571
Fractal Mining - Self Similarity-based Clustering and its Applications....Pages 573-589
Visual Analysis of Sequences Using Fractal Geometry....Pages 591-601
Interestingness Measures - On Determining What Is Interesting....Pages 603-612
Quality Assessment Approaches in Data Mining....Pages 613-639
Data Mining Model Comparison....Pages 641-654
Data Mining Query Languages....Pages 655-664
Front Matter....Pages 665-665
Mining Multi-label Data....Pages 667-685
Privacy in Data Mining....Pages 687-716
Meta-Learning - Concepts and Techniques....Pages 717-731
Bias vs Variance Decomposition for Regression and Classification....Pages 733-746
Mining with Rare Cases....Pages 747-757
Data Stream Mining....Pages 759-787
Mining Concept-Drifting Data Streams....Pages 789-802
Front Matter....Pages 665-665
Mining High-Dimensional Data....Pages 803-808
Text Mining and Information Extraction....Pages 809-835
Spatial Data Mining....Pages 837-854
Spatio-temporal clustering....Pages 855-874
Data Mining for Imbalanced Datasets: An Overview....Pages 875-886
Relational Data Mining....Pages 887-911
Web Mining....Pages 913-929
A Review of Web Document Clustering Approaches....Pages 931-948
Causal Discovery....Pages 949-958
Ensemble Methods in Supervised Learning....Pages 959-979
Data Mining using Decomposition Methods....Pages 981-998
Information Fusion - Methods and Aggregation Operators....Pages 999-1008
Parallel and Grid-Based Data Mining – Algorithms, Models and Systems for High-Performance KDD....Pages 1009-1028
Collaborative Data Mining....Pages 1029-1039
Organizational Data Mining....Pages 1041-1048
Mining Time Series Data....Pages 1049-1077
Front Matter....Pages 1079-1079
Multimedia Data Mining....Pages 1081-1109
Data Mining in Medicine....Pages 1111-1136
Learning Information Patterns in Biological Databases - Stochastic Data Mining....Pages 1137-1152
Data Mining for Financial Applications....Pages 1153-1169
Front Matter....Pages 1079-1079
Data Mining for Intrusion Detection....Pages 1171-1180
Data Mining for CRM....Pages 1181-1188
Data Mining for Target Marketing....Pages 1189-1220
NHECD - Nano Health and Environmental Commented Database....Pages 1221-1241
Front Matter....Pages 1243-1243
Commercial Data Mining Software....Pages 1245-1268
Weka-A Machine Learning Workbench for Data Mining....Pages 1269-1277
Back Matter....Pages 1279-1285