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

By Bradley Efron,Trevor Hastie

The twenty-first century has visible a panoramic enlargement of statistical method, either in scope and in impact. 'Big data', 'data science', and 'machine studying' became regularly occurring phrases within the information, as statistical tools are delivered to undergo upon the large information units of contemporary technological know-how and trade. How did we get right here? And the place are we going? This ebook takes us on a thrilling trip in the course of 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 take in 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 enormously sleek method integrates technique and algorithms with statistical inference. The booklet ends with hypothesis at the destiny path of information and information 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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