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Book Categories |
| Foreword | ||
| Preface | ||
| About the Editor | ||
| Advisory Board | ||
| Contributors | ||
| I | Methodologies of Data Mining | |
| 1 | Decision Trees | 3 |
| 2 | Association Rules | 25 |
| 3 | Artificial Neural Network Models for Data Mining | 41 |
| 4 | Statistical Analysis of Normal and Abnormal Data | 67 |
| 5 | Bayesian Data Analysis | 103 |
| 6 | Hidden Markov Processes and Sequential Pattern Mining | 133 |
| 7 | Strategies and Methods for Prediction | 159 |
| 8 | Principal Components and Factor Analysis | 193 |
| 9 | Psychometric Methods of Latent Variable Modeling | 215 |
| 10 | Scalable Clustering | 247 |
| 11 | Time Series Similarities and Indexing | 279 |
| 12 | Nonlinear Time Series Analysis | 305 |
| 13 | Distributed Data Mining | 341 |
| II | Management of Data Mining | |
| 14 | Data Collection, Preparation, Quality, and Visualization | 365 |
| 15 | Data Storage and Management | 393 |
| 16 | Feature Extraction, Selection, and Construction | 409 |
| 17 | Performance Analysis and Evaluation | 425 |
| 18 | Security and Privacy | 441 |
| 19 | Emerging Standards and Interfaces | 453 |
| III | Applications of Data Mining | |
| 20 | Mining Human Performance Data | 463 |
| 21 | Mining Text Data | 481 |
| 22 | Mining Geospatial Data | 519 |
| 23 | Mining Science and Engineering Data | 549 |
| 24 | Mining Data in Bioinformatics | 573 |
| 25 | Mining Customer Relationship Management (CRM) Data | 597 |
| 26 | Mining Computer and Network Security Data | 617 |
| 27 | Mining Image Data | 637 |
| 28 | Mining Manufacturing Quality Data | 657 |
| Author Index | 669 | |
| Subject Index | 681 |
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| $99.99 | Digital |
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