The elements of statistical learning : (Record no. 1931)

MARC details
000 -LEADER
fixed length control field 02100cam a22003615i 4500
003 - CONTROL NUMBER IDENTIFIER
control field EG-CaNGU
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20241009125007.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 230829s2009 ny a fob 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780387848587
Qualifying information (online resource)
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Transcribing agency DLC
Modifying agency DLC
-- EG-CaNGU
Language of cataloging eng
Description conventions rda
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Hastie, Trevor,
Relator term author.
9 (RLIN) 5542
245 14 - TITLE STATEMENT
Title The elements of statistical learning :
Remainder of title data mining, inference, and prediction /
250 ## - EDITION STATEMENT
Edition statement Second edition.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture New York :
Name of producer, publisher, distributor, manufacturer Springer Science+Business Media, LLC., Springer Nature,
Date of production, publication, distribution, manufacture, or copyright notice [2009]
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice ©2009
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (xxii, 745 pages) :
Other physical details illustrations.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
490 0# - SERIES STATEMENT
Series statement Springer series in statistics,
International Standard Serial Number 2197-568X
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references and indexes.
505 00 - FORMATTED CONTENTS NOTE
Formatted contents note Introduction -- Overview of Supervised Learning -- Linear Methods for Regression -- Linear Methods for Classification -- Basis Expansions and Regularization -- Kernel Smoothing Methods -- Model Assessment and Selection -- Model Inference and Averaging -- Additive Models, Trees, and Related Methods -- Boosting and Additive Trees -- Neural Networks -- Support Vector Machines and Flexible Discriminants --Prototype Methods and Nearest-Neighbors -- Prototype Methods and Nearest-Neighbors -- Random Forests -- Random Forests -- Random Forests -- High-Dimensional Problems: p N -- References -- Index.
506 ## - RESTRICTIONS ON ACCESS NOTE
Terms governing access Available on-campus and off-campus.
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Machine learning.
Source of heading or term NGU-sh
9 (RLIN) 3897
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Statistics
General subdivision methodology.
Source of heading or term NGU-sh
9 (RLIN) 5543
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Data mining.
Source of heading or term NGU-sh
9 (RLIN) 3604
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Bioinformatics.
Source of heading or term NGU-sh
9 (RLIN) 71
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Computational intelligence.
Source of heading or term NGU-sh
9 (RLIN) 5544
655 #7 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books
Source of term NGU-sh
9 (RLIN) 1203
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Tibshirani, Robert,
Relator term author.
9 (RLIN) 5545
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Friedman, J. H.,
Fuller form of name (Jerome H.),
Relator term author.
9 (RLIN) 5546
856 40 - ELECTRONIC LOCATION AND ACCESS
Host name Online resource.
Uniform Resource Identifier <a href="https://link.springer.com/book/10.1007/978-0-387-84858-7">https://link.springer.com/book/10.1007/978-0-387-84858-7</a>
Public note Online resource.
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Date acquired Arrivals Code Barcode Date last seen Uniform Resource Identifier Price effective from Koha item type
    Dewey Decimal Classification     Information Technology Online Online 08/29/2023 ITS202308 E1000042 08/29/2023 https://link.springer.com/book/10.1007/978-0-387-84858-7 08/29/2023 eBook