Statistical Learning for Biomedical Data (Practical Guides to Biostatistics and Epidemiology)

Statistical Learning for Biomedical Data (Practical Guides to Biostatistics and Epidemiology)

Yazar : James D. Malley
Yayınevi : Cambridge University Press
ISBN : 9780521699099
Baskı yılı : 2011
Sayfa sayısı : 298
Ağırlık : 0.60 kg
Edisyon : 1
Stok durumu : Tükendi   
This book is for anyone who has biomedical data and needs to identify variables that predict an outcome, for two-group outcomes such as tumor/not-tumor, survival/death, or response from treatment. Statistical learning machines are ideally suited to these
Preface; Acknowledgements; Part I. Introduction: 1. Prologue; 2. The landscape of learning machines; 3. A mangle of machines; 4. Three examples and several machines; Part II. A Machine Toolkit: 5. Logistic regression; 6. A single decision tree; 7. Random