Introduction to Machine Learning (Ethem Alpaydin), [Pdf - Eng] [TNTVillage]

Introduction to Machine Learning (Ethem Alpaydin), [Pdf - Eng] [TNTVillage]

Release originale: http://forum.tntvillage.scambioetico.org/index.php?showtopic=123874

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:::->Indice del Libro<-:::

Series Foreword xiii
Figures xv
Tables xxiii
Preface xxv
Acknowledgments xxvii
Notations xxix
1 Introduction 1
2 Supervised Learning 17
3 Bayesian Decision Theory 39
4 Parametric Methods 61
5 Multivariate Methods 85
6 Dimensionality Reduction 105
7 Clustering 133
8 Nonparametric Methods 153
9 Decision Trees 173
10 Linear Discrimination 197
11 Multilayer Perceptrons 229
12 Local Models 275
13 Hidden Markov Models 305
14 Assessing and Comparing Classification Algorithms 327
15 Combining Multiple Learners 351
16 Reinforcement Learning 373
Appendix: Probability 397
Index


:::->Dettagli<-:::

Autore: Ethem Alpaydin
Titolo: Introduction to Machine Learning
Anno: 2004
lingua: Inglese
Editore: MIT Press
Dimensione del file: 36,1 MB
Formato del file: PDF

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