| 000 -LEADER |
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| fixed length control field |
04718nam a2200817Ka 4500 |
| 001 - CONTROL NUMBER |
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| control field |
ocn970655334 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20220422102439.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
170130t20092009ii a ob 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780387848570 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
0387848576 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)970655334 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
INUAS |
| Transcribing agency |
INUAS |
| 041 ## - LANGUAGE CODE |
|---|
| Language code of text/sound track or separate title |
eng |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.5 |
| Item number |
HAS |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Hastie, Trevor, |
| Relator term |
author. |
| 245 14 - TITLE STATEMENT |
|---|
| Title |
Elements of statistical learning : |
| Remainder of title |
data mining, inference, and prediction / |
| Statement of responsibility, etc |
Trevor Hastie, Robert Tibshirani & Jerome Friedman. |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
2nd edn, corrected 7th printing. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
New York : |
| Name of publisher, distributor, etc |
Springer, |
| Date of publication, distribution, etc |
2009. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxii, 745 p. : |
| Other physical details |
color illustrations. |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Springer series in statistics, |
| International Standard Serial Number |
0172-7397 |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Second edition corrected at 7th printing in 2013. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references (pages 699-727) and indexes. |
| 505 00 - FORMATTED CONTENTS NOTE |
|---|
| Miscellaneous information |
1. |
| Title |
Introduction -- |
| Miscellaneous information |
2. |
| Title |
Overview of supervised learning -- |
| Miscellaneous information |
3. |
| Title |
Linear methods for regression -- |
| Miscellaneous information |
4. |
| Title |
Linear methods for classification -- |
| Miscellaneous information |
5. |
| Title |
Basis expansions and regularization -- |
| Miscellaneous information |
6. |
| Title |
Kernel smoothing methods -- |
| Miscellaneous information |
7. |
| Title |
Model assessment and selection -- |
| Miscellaneous information |
8. |
| Title |
Model inference and averaging -- |
| Miscellaneous information |
9. |
| Title |
Additive models, trees, and related methods -- |
| Miscellaneous information |
10. |
| Title |
Boosting and additive trees -- |
| Miscellaneous information |
11. |
| Title |
Neural networks -- |
| Miscellaneous information |
12. |
| Title |
Support vector machines and flexible discriminants -- |
| Miscellaneous information |
13. |
| Title |
Prototype methods and nearest-neighbors -- |
| Miscellaneous information |
14. |
| Title |
Unsupervised learning -- |
| Miscellaneous information |
15. |
| Title |
Random forests -- |
| Miscellaneous information |
16. |
| Title |
Ensemble learning -- |
| Miscellaneous information |
17. |
| Title |
Undirected graphical models -- |
| Miscellaneous information |
18. |
| Title |
High-dimensional problems: p>> N. |
| 520 1# - SUMMARY, ETC. |
|---|
| Summary, etc |
"During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics."--Jacket. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Supervised learning (Machine learning) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Electronic data processing. |
| 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 |
Biology |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computational biology. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Mathematics |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data mining. |
| 650 #4 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computer Science |
| General subdivision |
IT. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
COMPUTERS |
| General subdivision |
Database Management |
| -- |
Data Mining. |
| Source of heading or term |
bisacsh |
| 650 07 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Supervised learning (Machine learning) |
| Source of heading or term |
cct |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Supervised learning (Machine learning) |
| Source of heading or term |
fast |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Electronic data processing. |
| Source of heading or term |
fast |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistics. |
| Source of heading or term |
fast |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Biology |
| General subdivision |
Data processing. |
| Source of heading or term |
fast |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computational biology. |
| Source of heading or term |
fast |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Mathematics |
| General subdivision |
Data processing. |
| Source of heading or term |
fast |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data mining. |
| Source of heading or term |
fast |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine-learning. |
| Source of heading or term |
gtt |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Datamining. |
| Source of heading or term |
gtt |
| 650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Prognoses. |
| Source of heading or term |
gtt |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Estatistica computacional. |
| Source of heading or term |
larpcal |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Estatistica. |
| Source of heading or term |
larpcal |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Mineracao de dados. |
| Source of heading or term |
larpcal |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Inferencia estatistica. |
| Source of heading or term |
larpcal |
| 650 07 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Maschinelles Lernen. |
| Source of heading or term |
swd |
| 650 07 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistik. |
| Source of heading or term |
swd |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Maschinelles Lernen. |
| Source of heading or term |
gnd |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistik. |
| Source of heading or term |
gnd |
| 650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistics as Topic. |
| 650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Computational Biology. |
| 650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Mathematical Computing. |
| 650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Data Mining. |
| 655 #4 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
Electronic books. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Tibshirani, Robert, |
| Relator term |
author |
| Relator code |
aut |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Friedman, J. H. |
| Fuller form of name |
(Jerome H.), |
| Relator term |
author. |
| Relator code |
aut |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Display text |
Print version: |
| Main entry heading |
Hastie, Trevor. |
| Title |
Elements of statistical learning. |
| Edition |
2nd ed. |
| Place, publisher, and date of publication |
New York : Springer, �2009 |
| International Standard Book Number |
9780387848570 |
| -- |
0387848576 |
| Record control number |
(OCoLC)300478243 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Springer series in statistics. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
ebrary |
| Uniform Resource Identifier |
<a href="http://site.ebrary.com/id/10289757">http://site.ebrary.com/id/10289757</a> |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
EBSCOhost |
| Uniform Resource Identifier |
<a href="http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=277008">http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=277008</a> |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
MyiLibrary |
| Uniform Resource Identifier |
<a href="http://www.myilibrary.com?id=212674">http://www.myilibrary.com?id=212674</a> |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
SpringerLink |
| Uniform Resource Identifier |
<a href="http://dx.doi.org/10.1007/978-0-387-84858-7">http://dx.doi.org/10.1007/978-0-387-84858-7</a> |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Detailed table of contents |
| Uniform Resource Identifier |
<a href="http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&doc_number=018627387&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&doc_number=018627387&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</a> |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
MyiLibrary, Table of contents |
| Uniform Resource Identifier |
<a href="http://www.myilibrary.com?id=212674&ref=toc">http://www.myilibrary.com?id=212674&ref=toc</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Koha item type |
Reference |
| 948 ## - LOCAL PROCESSING INFORMATION (OCLC); SERIES PART DESIGNATOR (RLIN) |
|---|
| h (OCLC) |
HELD BY INUAS - 0 OTHER HOLDINGS |