Institute of Mathematical Statistics Monographs: Computer age Statistical Inference: Algorithms, Evidence, and Data Science Series Number 5 download free [PDF and Ebook] by Bradley Efron

Institute of Mathematical Statistics Monographs: Computer age Statistical Inference: Algorithms, Evidence, and Data Science Series Number 5 download free [PDF and Ebook] by Bradley Efron year 2016
  • Book name: Institute of Mathematical Statistics Monographs: Computer age Statistical Inference: Algorithms, Evidence, and Data Science Series Number 5
  • Author: Bradley Efron
  • Release date: 2016/3/24
  • Publisher: CAMBRIDGE UNIVERSITY PRESS
  • Language: English
  • Genre or Collection: Business, Finance and Law
  • ISBN: 9781107149892
  • Rating: 7.68 of 10
  • Votes: 866
  • Review by: Hector Concepcion
  • Review rating: 8.45 of 10
  • Review Date: 2018/10/15
  • Total pages: 495
  • Includes a PDF summary of 47 pages
  • Description or summary of the book: 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.
  • Estimated reading time (average reader): 33H16M29S
  • Other categories, genre or collection: Economic Statistics, Artificial Intelligence, Pattern Recognition, Social Research & Statistics, Psychological Testing & Measurement, Probability & Statistics, Epidemiology & Medical Statistics, Machine Learning
  • Available formats: MOBI, PDF, DOC, CSV, WORD, OEB, TXT, EPUB. Compressed in BZ2, ARJ, ZIP, AZW, RAR, CPIO, LZ
  • Download servers: 4Shared, DivShare, FileServe, BitShare, FreakShare, TinyUpload.com, Google Drive, Torrent, Syncthing, Dropbox
  • Format: Hardback
  • Approximate value: 69.82 USD
  • Dimensions: 158x236x27mm
  • Weight: 930g
  • Printed by: Not Available
  • Published in: Cambridge, United Kingdom
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