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Statistical Learning for Biomedical Data.
This highly motivating introduction to statistical learning machines explains underlying principles in nontechnical language, using many examples and figures.
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Otros Autores: | , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Leiden :
Cambridge University Press,
2011.
|
| Colección: | Practical guides to biostatistics and epidemiology.
|
| Temas: | |
| Acceso en línea: | Texto completo |
MARC
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| 100 | 1 | |a Malley, James D. | |
| 245 | 1 | 0 | |a Statistical Learning for Biomedical Data. |
| 260 | |a Leiden : |b Cambridge University Press, |c 2011. | ||
| 300 | |a 1 online resource (300 pages) | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 1 | |a Practical Guides to Biostatistics and Epidemiology | |
| 505 | 0 | |a Cover; Half-title; Series-title; Title; Copyright; Contents; Preface; Acknowledgments; 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 Forests -- trees everywhere; Part III Analysis fundamentals; 8 Merely two variables; 9 More than two variables; 10 Resampling methods; 11 Error analysis and model validation; Part IV Machine strategies; 12 Ensemble methods -- let's take a vote; 13 Summary and conclusions; Appendix. | |
| 505 | 8 | |a A1: Software used in this bookA2: Data used in this book; References; Index. | |
| 520 | |a This highly motivating introduction to statistical learning machines explains underlying principles in nontechnical language, using many examples and figures. | ||
| 588 | 0 | |a Print version record. | |
| 504 | |a Includes bibliographical references and index. | ||
| 590 | |a ProQuest Ebook Central |b Ebook Central Academic Complete | ||
| 650 | 0 | |a Biometry. | |
| 650 | 0 | |a Medical statistics. | |
| 650 | 2 | |a Biometry | |
| 650 | 6 | |a Biométrie. | |
| 650 | 7 | |a biometrics. |2 aat | |
| 650 | 7 | |a Biometry |2 fast | |
| 650 | 7 | |a Medical statistics |2 fast | |
| 700 | 1 | |a Malley, Karen G. | |
| 700 | 1 | |a Pajevic, Sinisa. | |
| 758 | |i has work: |a Statistical learning for biomedical data (Text) |1 https://id.oclc.org/worldcat/entity/E39PCGTKhF777xjBtkYdQJMWrC |4 https://id.oclc.org/worldcat/ontology/hasWork | ||
| 776 | 0 | 8 | |i Print version: |a Malley, James D. |t Statistical Learning for Biomedical Data. |d Leiden : Cambridge University Press, ©2011 |z 9780521875806 |
| 830 | 0 | |a Practical guides to biostatistics and epidemiology. | |
| 856 | 4 | 0 | |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=647360 |z Texto completo |
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