02340cam a2200277 i 4500991003600339707536180911s2016 nyua b 001 0 eng d9781107149892b14358153-39ule_instBibl. Dip.le Aggr. Ingegneria Innovazione - Sez. Ingegneria Innovazioneeng519.523Efron, Bradley27605Computer age statistical inference :algorithms, evidence, and data science /Bradley Efron, Trevor HastieNew York, NY :Cambridge University Press,c2016xix, 475 p. :ill. (some color) ;24 cmInstitute of Mathematical Statistics monographs ;5Includes bibliographical references and indexesPart I. Classic Statistical Inference: -- 1. Algorithms and inference -- 2. Frequentist inference -- 3. Bayesian inference -- 4. Fisherian inference and maximum likelihood estimation -- 5. Parametric models and exponential families -- Part II. Early Computer-Age Methods: -- 6. Empirical Bayes -- 7. James–Stein estimation and ridge regression -- 8. Generalized linear models and regression trees -- 9. Survival analysis and the EM algorithm -- 10. The jackknife and the bootstrap -- 11. Bootstrap confidence intervals -- 12. Cross-validation and Cp estimates of prediction error --13. Objective Bayes inference and Markov chain Monte Carlo --14. Statistical inference and methodology in the postwar era -- Part III. Twenty-First Century Topics: -- 15. Large-scale hypothesis testing and false discovery rates -- 16. Sparse modeling and the lasso -- 17. Random forests and boosting -- 18. Neural networks and deep learning -- 19. Support-vector machines and kernel methods -- 20. Inference after model selection -- 21. Empirical Bayes estimation strategies -- EpilogueMathematical statisticsData processingHastie, Trevorauthorhttp://id.loc.gov/vocabulary/relators/aut102218.b1435815330-01-1930-01-19991003600339707536LE026 519.5 EFR 01.01 201612026000073446le026Prof. Bandiera / BibliotecapE57.50-l- 42020.i1587484930-01-19Computer age statistical inference1749552UNISALENTOle02611-09-18ma engnyu00