The elements of statistical learning : (Record no. 201764)
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| 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 |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Shelving location | Date acquired | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Library of Congress Classification | Available | Electronic Resources | SPU Library, Bangkok (Main Campus) | SPU Library, Bangkok (Main Campus) | On Display | 17/05/2021 | Q 325.5 H37E 2009 | 9780387848587 | 17/05/2021 | 17/05/2021 | E-Book |