Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis download free [PDF and Ebook] by Michael Mitzenmacher

Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis download free [PDF and Ebook] by Michael Mitzenmacher year 2017
  • Book name: Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis
  • Author: Michael Mitzenmacher
  • Release date: 2017/2/24
  • Publisher: CAMBRIDGE UNIVERSITY PRESS
  • Language: English
  • Genre or Collection: Computing
  • ISBN: 9781107154889
  • Rating: 7.09 of 10
  • Votes: 368
  • Review by: Gianna Hatley
  • Review rating: 9.61 of 10
  • Review Date: 2018/9/17
  • Total pages: 484
  • Includes a PDF summary of 41 pages
  • Description or summary of the book: Greatly expanded, this new edition requires only an elementary background in discrete mathematics and offers a comprehensive introduction to the role of randomization and probabilistic techniques in modern computer science. Newly added chapters and sections cover topics including normal distributions, sample complexity, VC dimension, Rademacher complexity, power laws and related distributions, cuckoo hashing, and the Lovasz Local Lemma. Material relevant to machine learning and big data analysis enables students to learn modern techniques and applications. Among the many new exercises and examples are programming-related exercises that provide students with excellent training in solving relevant problems. This book provides an indispensable teaching tool to accompany a one- or two-semester course for advanced undergraduate students in computer science and applied mathematics.
  • Estimated reading time (average reader): 25H8M28S
  • Other categories, genre or collection: Probability & Statistics, Algorithms & Data Structures
  • Available formats: PDF, HTMLZ, GIF, DOC, WORD, EPUB, TXT, MobiPocket. Compressed in RAR, CHM, ZIP, CAB, TGZ
  • Download servers: BitShare, DivShare, Dropbox, 4Shared, Mediafire
  • Format: Hardback
  • Approximate value: 72.58 USD
  • Dimensions: 182x260x25mm
  • Weight: 1,150g
  • Printed by: Not Available
  • Published in: Cambridge, United Kingdom
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