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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs)
Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs)

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Manufacturer: Cambridge University Press
Publisher: Cambridge University Press
Author(s): Bradley Efron, Trevor Hastie

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Product Description:
Binding: Hardcover
Brand: Cambridge University Press
EAN: 9781107149892
Edition: 1
Feature: Cambridge University Press
ISBN: 1107149894
Item Dimensions: Array
Label: Cambridge University Press
Languages: Array
Manufacturer: Cambridge University Press
MPN: 45155241
Number Of Pages: 495
Publication Date: 2016-07-21
Publisher: Cambridge University Press
Studio: Cambridge University Press
Product Features:
Cambridge University Press
Editorial Review:
The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. 'Big data', 'data science', and 'machine learning' have become familiar terms in the news, as statistical methods are brought to bear upon the enormous data sets of modern science and commerce. How did we get here? And where are we going? This book takes us on an exhilarating journey through the revolution in data analysis following the introduction of electronic computation in the 1950s. Beginning with classical inferential theories - Bayesian, frequentist, Fisherian - individual chapters take up a series of influential topics: survival analysis, logistic regression, empirical Bayes, the jackknife and bootstrap, random forests, neural networks, Markov chain Monte Carlo, inference after model selection, and dozens more. The distinctly modern approach integrates methodology and algorithms with statistical inference. The book ends with speculation on the future direction of statistics and data science.
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