AI SearchBayesian ideas and data analysis : | an introduction for scientists and statisticians / (Record no. 104016)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02765cam a2200241 a 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 100517s2011 flua b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781439803547 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 1439803544 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | SDU |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | QA279 |
| Item number | B357 2011 |
| 245 00 - TITLE STATEMENT | |
| Title | Bayesian ideas and data analysis : |
| Remainder of title | an introduction for scientists and statisticians / |
| Statement of responsibility, etc. | Ronald Christensen ... [et al.]. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Boca Raton, FL : |
| Name of publisher, distributor, etc. | CRC Press, |
| Date of publication, distribution, etc. | 2011. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 498 p. : |
| Other physical details | ill. |
| 490 1# - SERIES STATEMENT | |
| Series Statement | Chapman & Hall/CRC texts in statistical science series |
| 505 0# - Formatted Contents Note | |
| Formatted contents note | Prologue -- Fundamental ideas I -- Integration versus simulation -- Fundamental ideas II -- Comparing populations -- Simulations -- Basic concepts of regression -- Binominal regression -- Linear regression -- Correlated data -- Count data -- Time to event data -- Time to event regression -- Binary diagnostic tests -- Nonparametric models -- Appendix A: Matrices and vectors -- Appendix B: Probability -- Appendix C: Getting started in R. |
| 505 0# - Formatted Contents Note | |
| Formatted contents note | HKBU library |
| 518 ## - DATE/TIME AND PLACE OF AN EVENT NOTE | |
| DATE/TIME AND PLACE OF AN EVENT NOTE | YT2025 M10 |
| 520 ## - SUMMARY | |
| Summary | "Emphasizing the use of WinBUGS and R to analyze real data, Bayesian Ideas and Data Analysis: An Introduction for Scientists and Statisticians presents statistical tools to address scientific questions. It highlights foundational issues in statistics, the importance of making accurate predictions, and the need for scientists and statisticians to collaborate in analyzing data. The WinBUGS code provided offers a convenient platform to model and analyze a wide range of data. The first five chapters of the book contain core material that spans basic Bayesian ideas, calculations, and inference, including modeling one and two sample data from traditional sampling models. The text then covers Monte Carlo methods, such as Markov chain Monte Carlo (MCMC) simulation. After discussing linear structures in regression, it presents binomial regression, normal regression, analysis of variance, and Poisson regression, before extending these methods to handle correlated data. The authors also examine survival analysis and binary diagnostic testing. A complementary chapter on diagnostic testing for continuous outcomes is available on the book's website. The last chapter on nonparametric inference explores density estimation and flexible regression modeling of mean functions. The appropriate statistical analysis of data involves a collaborative effort between scientists and statisticians. Exemplifying this approach, Bayesian Ideas and Data Analysis focuses on the necessary tools and concepts for modeling and analyzing scientific data."--Publisher's description. |
| 650 #0 - SUBJECT | |
| Topical term | Bayesian statistical decision theory. |
| 700 1# - PERSONAL NAME | |
| Personal name | Christensen, Ronald, |
| Dates associated with a name | 1951- |
| 900 ## - Accession Number | |
| Accession Number | = C.1 SDU |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | English Books |
| Source of classification or shelving scheme | Library of Congress Classification |
| 700 1# - PERSONAL NAME | |
| -- | 193288 |
| 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 | Source of acquisition | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Library of Congress Classification | Available for Loans | General Books | MATRIX Library | MATRIX Library | General Eng/FL.3 | 07/10/2025 | Donation | QA279 B357 2011 | 1000377936 | 07/10/2025 | C.1 | 07/10/2025 | English Books |