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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science Hardcover - 2016 - 1st Edition
by Bradley Efron; Trevor Hastie
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- Title Computer Age Statistical Inference: Algorithms, Evidence, and Data Science
- Author Bradley Efron; Trevor Hastie
- Binding Hardcover
- Edition number 1st
- Edition 1
- Pages 495
- Volumes 1
- Language ENG
- Publisher Cambridge University Press
- Date 2016
- ISBN 9781107149892 / 1107149894
- Weight 2.05 lbs (0.93 kg)
- Dimensions 11 x 6.5 x 2 in (27.94 x 16.51 x 5.08 cm)
- Library of Congress subjects Mathematical statistics - Data processing
- Library of Congress Catalog Number 2016028353
- Dewey Decimal Code 519.502
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- Choice, 03/01/2017, Page 0
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs, Series Number 5)
by Efron, Bradley; Hastie, Trevor
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Computer Age Statistical Inference : Algorithms, Evidence, and Data Science
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science
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Hardback. New. Computing power has revolutionized the theory and practice of statistical inference. This book delivers a concentrated course in modern statistical thinking by tracking the revolution from classical theories to the large-scale prediction algorithms of today. Anyone who applies statistical methods to data will benefit from this landmark text.
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science
by Efron, Bradley/ Hastie, Trevor
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs, Series Number 5)
by Efron, Bradley
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Used - Good. 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…
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs)
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs)
by Efron, Bradley; Hastie, Trevor
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