Computer Age Statistical Inference: Algorithms, Evidence, by Bradley Efron,Trevor Hastie PDF

By Bradley Efron,Trevor Hastie

The twenty-first century has obvious a wide ranging enlargement of statistical method, either in scope and in impact. 'Big data', 'data science', and 'machine studying' became common phrases within the information, as statistical tools are delivered to endure upon the large facts units of recent technology and trade. How did we get the following? And the place are we going? This publication takes us on an exciting trip during the revolution in facts research following the creation of digital computation within the Nineteen Fifties. starting with classical inferential theories - Bayesian, frequentist, Fisherian - person chapters absorb a chain of influential themes: survival research, logistic regression, empirical Bayes, the jackknife and bootstrap, random forests, neural networks, Markov chain Monte Carlo, inference after version choice, and dozens extra. The notably smooth process integrates method and algorithms with statistical inference. The ebook ends with hypothesis at the destiny course of records and knowledge science.

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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs) by Bradley Efron,Trevor Hastie

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