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SKOLKOVO School of Management

Foundations of data science / (Record no. 4454)

000 -LEADER
fixed length control field 02532cam a22003618i 4500
001 - CONTROL NUMBER
control field 21176097
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200214082258.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190829s2020 nyu b 001 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2019038133
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781108485067
Qualifying information (hardback)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781108755528
Qualifying information (epub)
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Description conventions rda
Transcribing agency DLC
Modifying agency DLC
042 ## - AUTHENTICATION CODE
Authentication code pcc
050 00 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA76
Item number .B5675 2020
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 004
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Blum, Avrim,
Dates associated with a name 1966-
Relator term author.
245 10 - TITLE STATEMENT
Title Foundations of data science /
Statement of responsibility, etc Avrim Blum, Toyota Technological Institute at Chicago, John Hopcroft, Cornell University, New York, Ravindran Kannan, Microsoft Research, India.
250 ## - EDITION STATEMENT
Edition statement First edition.
263 ## - PROJECTED PUBLICATION DATE
Projected publication date 1912
300 ## - PHYSICAL DESCRIPTION
Extent pages cm
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc "This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data"--
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computer science.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Statistics.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Quantitative research.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Hopcroft, John E.,
Dates associated with a name 1939-
Relator term author.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Kannan, Ravindran,
Dates associated with a name 1953-
Relator term author.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Online version:
Main entry heading Blum, Avrim, 1966-
Title Foundations of data science
Edition First edition.
Place, publisher, and date of publication New York, NY : Cambridge University Press, 2020.
International Standard Book Number 9781108755528
Record control number (DLC) 2019038134
856 ## - ELECTRONIC LOCATION AND ACCESS
Materials specified Full-text here
Uniform Resource Identifier https://www.cs.cornell.edu/jeh/book.pdf
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a 7
b rip
c orignew
d 1
e ecip
f 20
g y-gencatlg
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type E-Book
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent Location Current Location Shelving location Date acquired Full call number Date last seen Price effective from Koha item type
          Skoltech library Skoltech library Shelves 2020-02-14 QA76 .B5675 2020 2020-02-14 2020-02-14 E-Book