An introduction to statistical learning : (Record no. 1476)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01891nam a2200301 i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MIUC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20200219142858.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 170905s2013 nyua 001 | eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781461471370 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | MIUC |
| Language of cataloging | eng |
| Transcribing agency | MIUC |
| 082 0# - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.5 |
| 952 ## - Items | |
| Itemnumber | 1800 |
| 245 03 - TITLE STATEMENT | |
| Title | An introduction to statistical learning : |
| Remainder of title | with applications in R / |
| Statement of responsibility, etc. | Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | New York : |
| Name of publisher, distributor, etc. | Springer, |
| Date of publication, distribution, etc. | 2013. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xvi, 426 p. : |
| Other physical details | ill. b&w and col. |
| Dimensions | 24 cm. |
| 336 ## - CONTENT TYPE | |
| Source | rdacontent |
| Content type term | text |
| 490 1# - SERIES STATEMENT | |
| Series statement | Springer texts in statistics, |
| International Standard Serial Number | 1431875X ; |
| Volume/sequential designation | 417 |
| 500 ## - GENERAL NOTE | |
| General note | Includes index. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Ch. 1 Introduction -- <br/>Ch. 2 Statistical learning -- <br/>Ch. 3 Linear regression -- <br/>Ch. 4 Classification -- <br/>Ch. 5 Resampling methods -- <br/>Ch. 6 Linear model selection and regularization -- <br/>Ch. 7 Moving beyond linearity -- <br/>Ch. 8 Tree-based methods -- <br/>Ch. 9 Support vector machines -- <br/>Ch. 10 Unsupervised learning. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| 9 (RLIN) | 3159 |
| Topical term or geographic name entry element | Mathematical statistics |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| 9 (RLIN) | 555 |
| Topical term or geographic name entry element | Statistics |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Relator code | aut |
| 9 (RLIN) | 3173 |
| Personal name | James, Gareth |
| Fuller form of name | (Gareth Michael) |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Relator code | aut |
| 9 (RLIN) | 3174 |
| Personal name | Witten, Daniela |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Relator code | aut |
| 9 (RLIN) | 3158 |
| Personal name | Hastie, Trevor |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Relator code | aut |
| 9 (RLIN) | 3162 |
| Personal name | Tibshirani, Robert |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| 9 (RLIN) | 3164 |
| Uniform title | Springer texts in statistics |
| Volume/sequential designation | 417 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Total Checkouts | Total Renewals | Full call number | Date last seen | Date last checked out | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Marbella International University Centre | Marbella International University Centre | Library | 22/10/2018 | 1 | 2 | 519.5 INT int | 04/06/2020 | 24/02/2020 | 22/10/2018 | Books |
