Statistical Theory and the Computer

作者: Bradley Efron , Gail Gong

DOI: 10.1007/978-1-4613-9464-8_1

关键词:

摘要: Everyone here knows that the modern computer has profoundly changed statistical practice. The effect upon theory is less obvious. Typical data analyses still rely, in main, ideas developed fifty years ago. Inevitably though, new technical capabilities inspire ideas. Efron, 1979B, describes a variety of current theoretical topics which depend existence cheap and fast computation: jackknife, bootstrap, cross-validation, robust estimation, EM algorithm, Cox’s likelihood function for censored data.

参考文章(7)
David R. Cox, Regression Models and Life-Tables Springer Series in Statistics. ,vol. 34, pp. 527- 541 ,(1992) , 10.1007/978-1-4612-4380-9_37
Bradley Efron, Computers and the Theory of Statistics: Thinking the Unthinkable Siam Review. ,vol. 21, pp. 460- 480 ,(1979) , 10.1137/1021092
Bradley Efron, Censored Data and the Bootstrap Journal of the American Statistical Association. ,vol. 76, pp. 312- 319 ,(1981) , 10.1080/01621459.1981.10477650
B. Efron, Bootstrap Methods: Another Look at the Jackknife Annals of Statistics. ,vol. 7, pp. 1- 26 ,(1979) , 10.1214/AOS/1176344552