Computer Age Statistical Inference: Algorithms, Evidence and Data Science (Record no. 109428)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01622nam a2200181 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 171005b xxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781107149892 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.50285 |
| Item number | EFR |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Efron, Bradley |
| 9 (RLIN) | 20914 |
| 245 ## - TITLE STATEMENT | |
| Title | Computer Age Statistical Inference: Algorithms, Evidence and Data Science |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher, distributor, etc | Cambridge University Press |
| Date of publication, distribution, etc | 2017 |
| Place of publication, distribution, etc | New York |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 475p |
| 500 ## - GENERAL NOTE | |
| General note | Part I. Classic Statistical Inference<br/>1. Algorithms and inference<br/>2. Frequentist inference<br/>3. Bayesian inference<br/>4. Fisherian inference and maximum likelihood estimation<br/>5. Parametric models and exponential families<br/><br/>Part II. Early Computer-Age Methods<br/>6. Empirical Bayes<br/>7. James--Stein estimation and ridge regression<br/>8. Generalized linear models and regression trees<br/>9. Survival analysis and the EM algorithm<br/>10. The jackknife and the bootstrap<br/>11. Bootstrap confidence intervals<br/>12. Cross-validation and Co estimates of prediction error<br/>13. Objective Bayes inference and Markov chain Monte Carlo<br/>14. Statistical inference and methodology in the postwar era<br/><br/>Part III. Twenty-First Century Topics<br/>15. Large-scale hypothesis testing and false discovery rates<br/>16. Sparse modeling and the lasso<br/>17. Random forests and boosting<br/>18. Neural networks and deep learning<br/>19. Support-vector machines and kernel methods<br/>20. Inference after model selection<br/>21. Empirical Bayes estimation strategies |
| 600 ## - SUBJECT ADDED ENTRY--PERSONAL NAME | |
| Personal name | Big Data - Statistical Methods |
| 9 (RLIN) | 25348 |
| 600 ## - SUBJECT ADDED ENTRY--PERSONAL NAME | |
| Personal name | Statistics - History |
| 9 (RLIN) | 25349 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hastie, Trevor |
| 9 (RLIN) | 23197 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Item type | Book |
| Call number prefix | 519.50285 |
| Call number suffix | EFR |
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