Bayesian Model Selection and Statistical Modeling (Record no. 16115)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 02201nam a2200289Ia 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250923144844.0 |
| 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 | 9781439836149 |
| 037 ## - SOURCE OF ACQUISITION | |
| Terms of availability | Textual |
| 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 | B2871 Q0 |
| Assigning agency | CSL |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Ando, Tomohiro |
| Relator term | author. |
| 9 (RLIN) | 829099 |
| 245 #0 - TITLE STATEMENT | |
| Title | Bayesian Model Selection and Statistical Modeling |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Suite : |
| Name of publisher, distributor, etc. | CRC, |
| Date of publication, distribution, etc. | 2010. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xiv, 286p. |
| 490 ## - SERIES STATEMENT | |
| Series statement | Statistics : Textbooks and Monographs |
| 500 ## - GENERAL NOTE | |
| General note | Includs Bibliography 265-284p.; Index 285-286p. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Along with many practical applications, Bayesian Model Selection and Statistical Modeling presents an array of Bayesian inference and model selection procedures. It thoroughly explains the concepts, illustrates the derivations of various Bayesian model selection criteria through examples, and provides R code for implementation.<br/>The author shows how to implement a variety of Bayesian inference using R and sampling methods, such as Markov chain Monte Carlo. He covers the different types of simulation-based Bayesian model selection criteria, including the numerical calculation of Bayes factors, the Bayesian predictive information criterion, and the deviance information criterion. He also provides a theoretical basis for the analysis of these criteria. In addition, the author discusses how Bayesian model averaging can simultaneously treat both model and parameter uncertainties.<br/>Selecting and constructing the appropriate statistical model significantly affect the quality of results in decision making, forecasting, stochastic structure explorations, and other problems. Helping you choose the right Bayesian model, this book focuses on the framework for Bayesian model selection and includes practical examples of model selection criteria. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Bayesian statistical decision theory. |
| 9 (RLIN) | 829101 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Mathematical models. |
| 9 (RLIN) | 829103 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Mathematical statistics. |
| 9 (RLIN) | 829104 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistics. |
| 9 (RLIN) | 829106 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Classification part | B2871 Q0 |
| Koha item type | Textual |
| Source of classification or shelving scheme | Colon Classification (CC) |
| Suppress in OPAC | No |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Date acquired | Source of acquisition | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Central Science Library | Central Science Library | 2022-09-12 | 1733, 24/05/2012, Ashutosh Technical Books | B2871 Q0 | SL1558429 | 2022-09-12 | 2022-09-12 | Textual |