MARC details
000 -LEADER |
fixed length control field |
01870nmm a22003737a 4500 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
SPU |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20210629161032.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
210517b2009 nyu|||||o|||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9780387848587 (E-book) |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
SPU |
049 ## - LOCAL HOLDINGS (OCLC) |
Holding library |
main |
050 00 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
Q 325.5 |
Item number |
H37E 2009 |
100 ## - MAIN ENTRY--PERSONAL NAME |
Personal name |
Hastie, Trevor |
9 (RLIN) |
238058 |
245 14 - TITLE STATEMENT |
Title |
The elements of statistical learning : |
Remainder of title |
data mining, inference, and prediction / |
Statement of responsibility, etc. |
Trevor Hastie, Robert Tibshirani, Jerome Friedman. |
Medium |
[electronic resource] |
250 ## - EDITION STATEMENT |
Edition statement |
Second edition |
260 ## - PUBLICATION, DISTRIBUTION, ETC. |
Place of publication, distribution, etc. |
New York, : |
Name of publisher, distributor, etc. |
Springer, |
Date of publication, distribution, etc. |
2009 |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 online resource : |
Other physical details |
illustrations |
449 ## - DEPARTMENT |
Department name |
บางเขน. สำนักวิชาศึกษาทั่วไป. คณิตศาสตร์ประยุกต์ |
504 ## - BIBLIOGRAPHY, ETC. NOTE |
Bibliography, etc. note |
Includes bibliographical references (p. [699]-727) and index |
505 ## - 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 -- Unsupervised Learning -- Random Forests -- Ensemble Learning -- Undirected Graphical Models -- High-Dimensional Problems: p ≫ N |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
MACHINE LEARNING |
9 (RLIN) |
54523 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
STATISTICS |
General subdivision |
METHODOLOGY |
9 (RLIN) |
168993 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
DATA MINING |
9 (RLIN) |
54308 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
BIOINFORMATICS |
9 (RLIN) |
57219 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
INFERENCE |
9 (RLIN) |
217618 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
FORECASTING |
9 (RLIN) |
43905 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
COMPUTATIONAL INTELLIGENCE |
9 (RLIN) |
69461 |
700 ## - ADDED ENTRY--PERSONAL NAME |
Personal name |
Tibshirani, Robert |
9 (RLIN) |
238059 |
700 ## - ADDED ENTRY--PERSONAL NAME |
Personal name |
Friedman, J. H. |
9 (RLIN) |
242530 |
850 ## - HOLDING INSTITUTION |
Holding institution |
SPU |
856 ## - ELECTRONIC LOCATION AND ACCESS |
Uniform Resource Identifier |
<a href="https://drive.google.com/file/d/1cS9-MrVnAYrSKjEGrGQRSd1fqT0uW1J2/view?usp=sharing">https://drive.google.com/file/d/1cS9-MrVnAYrSKjEGrGQRSd1fqT0uW1J2/view?usp=sharing</a> |
Link text |
View Full-text |
910 ## - ACQUISITION INFORMATION (SPU) |
Purchaser |
Library |
Publisher |
Springer |
Accession date |
170521 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
Library of Congress Classification |
Koha item type |
E-Book |