Introduction to Bootstrap Methods with Applications to R (Record no. 13427)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02912nam a2200289Ia 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251119120220.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220909b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780470467046 |
| 037 ## - SOURCE OF ACQUISITION | |
| Terms of availability | Textbook |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | CSL |
| Language of cataloging | eng |
| Transcribing agency | CSL |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 084 ## - COLON CLASSIFICATION NUMBER | |
| Classification number | B2872 Q1 TB |
| Assigning agency | CSL |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Chernick, Michael R. |
| Relator term | author |
| 9 (RLIN) | 852253 |
| 245 #0 - TITLE STATEMENT | |
| Title | Introduction to Bootstrap Methods with Applications to R |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | New Jersey : |
| Name of publisher, distributor, etc. | Wiley , |
| Date of publication, distribution, etc. | 2011 . |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xvii,216p. |
| 500 ## - GENERAL NOTE | |
| General note | Included bibliographical references.; Author index 204-209p.; Subject index 210-216p. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Bootstrap methods provide a powerful approach to statistical data analysis, as they have more general applications than standard parametric methods. An Introduction to Bootstrap Methods with Applications to R explores the practicality of this approach and successfully utilizes R to illustrate applications for the bootstrap and other resampling methods. This book provides a modern introduction to bootstrap methods for readers who do not have an extensive background in advanced mathematics. Emphasis throughout is on the use of bootstrap methods as an exploratory tool, including its value in variable selection and other modeling environments.The authors begin with a description of bootstrap methods and its relationship to other resampling methods, along with an overview of the wide variety of applications of the approach. Subsequent chapters offer coverage of improved confidence set estimation, estimation of error rates in discriminant analysis, and applications to a wide variety of hypothesis testing and estimation problems, including pharmaceutical, genomics, and economics. To inform readers on the limitations of the method, the book also exhibits counterexamples to the consistency of bootstrap methods.An introduction to R programming provides the needed preparation to work with the numerous exercises and applications presented throughout the book. A related website houses the book's R subroutines, and an extensive listing of references provides resources for further study.Discussing the topic at a remarkably practical and accessible level, An Introduction to Bootstrap Methods with Applications to R is an excellent book for introductory courses on bootstrap and resampling methods at the upper-undergraduate and graduate levels. It also serves as an insightful reference for practitioners working with data in engineering, medicine, and the social sciences who would like to acquire a basic understanding of bootstrap methods. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Bootstrap. |
| 9 (RLIN) | 852254 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Computer program language. |
| 9 (RLIN) | 852255 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | R. |
| 9 (RLIN) | 852256 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistics. |
| 9 (RLIN) | 852257 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | LaBudde , Robert A. |
| Relator term | co-author |
| 9 (RLIN) | 852258 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Classification part | B2872 Q1 TB |
| Koha item type | Textbook |
| Source of classification or shelving scheme | Colon Classification (CC) |
| Suppress in OPAC | No |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Date acquired | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Colon Classification (CC) | Central Science Library | Central Science Library | 2022-06-28 | B2872 Q1 TB | SL1558524 | 2022-09-12 | 2022-09-12 | Textbook |