Computer Age Statistical Inference: Algorithms, Evidence, and Data Science: 5 (Institute of Mathematical Statistics Monographs, Series Number 5) - Image 1

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Cambridge University Press Computer Age Statistical Inference: Algorithms, Evidence, and Data Science: 5 (Institute of Mathematical Statistics Monographs, Series Number 5)

Name: Computer Age Statistical Inference: Algorithms, Evidence, and Data Science: 5 (Institute of Mathematical Statistics Monographs, Series Number 5)
Brand: Cambridge University Press
Price: 52.38 GBP
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Higher Education

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Description

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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Cambridge University Press

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Brand: Cambridge University Press
Format: hardcover
ASIN: 1107149894
Category: Books > Subjects > Science, Nature & Maths > Mathematics > Education > Higher Education
Domain: Amazon UK
Release Date: 21 July 2016
Listed Since: 08 May 2016

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Cambridge University Press Computer Age Statistical Inference: Algorithms, Evidence, and Data Science: 5 (Institute of Mathematical Statistics Monographs, Series Number 5)

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