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 |