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| Ch. 1 | Introduction | 1 |
| Ch. 2 | Support Vector Machines | 29 |
| Ch. 3 | Basic Methods of Least Squares Support Vector Machines | 71 |
| Ch. 4 | Bayesian Inference for LS-SVM Models | 117 |
| Ch. 5 | Robustness | 149 |
| Ch. 6 | Large Scale Problems | 173 |
| Ch. 7 | LS-SVM for Unsupervised Learning | 201 |
| Ch. 8 | LS-SVM for Recurrent Networks and Control | 225 |
| App. A | 249 | |
| Bibliography | 269 | |
| List of Symbols | 287 | |
| Acronyms | 289 | |
| Index | 291 |
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