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Bayesian Missing Data Problems, Tan, Ming T. , Tian, Guo-Liang , Ng, Kai Wang


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Автор: Tan, Ming T. , Tian, Guo-Liang , Ng, Kai Wang
Название:  Bayesian Missing Data Problems
ISBN: 9780367385309
Издательство: Taylor&Francis
Классификация:

ISBN-10: 0367385309
Обложка/Формат: Paperback
Страницы: 346
Вес: 0.64 кг.
Дата издания: 20.12.2019
Язык: English
Размер: 234 x 155 x 20
Читательская аудитория: Tertiary education (us: college)
Основная тема: Statistical Theory & Methods
Подзаголовок: EM, Data Augmentation and Noniterative Computation
Ссылка на Издательство: Link
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Поставляется из: Европейский союз
Описание:

Bayesian Missing Data Problems: EM, Data Augmentation and Noniterative Computation presents solutions to missing data problems through explicit or noniterative sampling calculation of Bayesian posteriors. The methods are based on the inverse Bayes formulae discovered by one of the author in 1995. Applying the Bayesian approach to important real-world problems, the authors focus on exact numerical solutions, a conditional sampling approach via data augmentation, and a noniterative sampling approach via EM-type algorithms.

After introducing the missing data problems, Bayesian approach, and posterior computation, the book succinctly describes EM-type algorithms, Monte Carlo simulation, numerical techniques, and optimization methods. It then gives exact posterior solutions for problems, such as nonresponses in surveys and cross-over trials with missing values. It also provides noniterative posterior sampling solutions for problems, such as contingency tables with supplemental margins, aggregated responses in surveys, zero-inflated Poisson, capture-recapture models, mixed effects models, right-censored regression model, and constrained parameter models. The text concludes with a discussion on compatibility, a fundamental issue in Bayesian inference.

This book offers a unified treatment of an array of statistical problems that involve missing data and constrained parameters. It shows how Bayesian procedures can be useful in solving these problems.



Introduction to Probability, Second Edition

Автор: Joseph K. Blitzstein, Jessica Hwang
Название: Introduction to Probability, Second Edition
ISBN: 1138369918 ISBN-13(EAN): 9781138369917
Издательство: Taylor&Francis
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Цена: 74510.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Assumes one-semester of calculus. "Stories" make distributions (Normal, Binomial, Poisson that are widely-used in statistics) easier to remember, understand. Many books write down formulas without explaining clearly why these particular distributions are important or how they are all connected.

Statistical Analysis with Missing Data, Third Edit ion

Автор: Little
Название: Statistical Analysis with Missing Data, Third Edit ion
ISBN: 0470526793 ISBN-13(EAN): 9780470526798
Издательство: Wiley
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Цена: 84430.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Reflecting new application topics, Statistical Analysis with Missing Data offers a thoroughly up-to-date, reorganized survey of current methodology for handling missing data problems. The third edition reviews historical approaches to the subject and describe rigorous yet simple methods for multivariate analysis with missing values.

Bayesian Methods for Management and Business: Pragmatic Solutions for Real Problems

Автор: Eugene D. Hahn
Название: Bayesian Methods for Management and Business: Pragmatic Solutions for Real Problems
ISBN: 1118637550 ISBN-13(EAN): 9781118637555
Издательство: Wiley
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Цена: 120330.00 T
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Описание: HIGHLIGHTS THE USE OF BAYESIAN STATISTICS TO GAIN INSIGHTS FROM EMPIRICAL DATA Featuring an accessible approach, Bayesian Methods for Management and Business: Pragmatic Solutions for Real Problems demonstrates how Bayesian statistics can help to provide insights into important issues facing business and management.

Maximum-Entropy and Bayesian Methods in Inverse Problems

Автор: C.R. Smith; W.T. Grandy Jr.
Название: Maximum-Entropy and Bayesian Methods in Inverse Problems
ISBN: 9027720746 ISBN-13(EAN): 9789027720740
Издательство: Springer
Рейтинг:
Цена: 186290.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This volume contains the text of the twenty-five papers presented at two workshops entitled Maximum-Entropy and Bayesian Methods in Applied Statistics, which were held at the University of Wyoming from June 8 to 10, 1981, and from August 9 to 11, 1982.

The Manual of Strategic Economic Decision Making: Using Bayesian Belief Networks to Solve Complex Problems

Автор: Grover Jeff
Название: The Manual of Strategic Economic Decision Making: Using Bayesian Belief Networks to Solve Complex Problems
ISBN: 3319839373 ISBN-13(EAN): 9783319839370
Издательство: Springer
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Цена: 69870.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book is an extension of the author`s first book and serves as a guide and manual on how to specify and compute 2-, 3-, and 4-Event Bayesian Belief Networks (BBN).

Probability: Theory, Examples, Problems, Simulations

Автор: Lisei Hannelore, Grecksch Wilfried, Iancu Mihai
Название: Probability: Theory, Examples, Problems, Simulations
ISBN: 9811205736 ISBN-13(EAN): 9789811205736
Издательство: World Scientific Publishing
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Цена: 105600.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: A key pedagogical feature of the textbook is the accessible approach to probability concepts through examples with explanations and problems with solutions. The reader is encouraged to simulate in Matlab random experiments and to explore the theoretical aspects of the probabilistic models behind the studied experiments. By this appropriate balance between simulations and rigorous mathematical approach, the reader can experience the excitement of comprehending basic concepts and can develop the intuitive thinking in solving problems. The current textbook does not contain proofs for the stated theorems, but corresponding references are given. Moreover, the given Matlab codes and detailed solutions make the textbook accessible to researchers and undergraduate students, by learning various techniques from probability theory and its applications in other fields. This book is intended not only for students of mathematics but also for students of natural sciences, engineering, computer science and for science researchers, who possess the basic knowledge of calculus for the mathematical concepts of the textbook and elementary programming skills for the Matlab simulations.

Probability: Theory, Examples, Problems, Simulations

Автор: Lisei Hannelore, Grecksch Wilfried, Iancu Mihai
Название: Probability: Theory, Examples, Problems, Simulations
ISBN: 9811207194 ISBN-13(EAN): 9789811207198
Издательство: World Scientific Publishing
Рейтинг:
Цена: 58080.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: A key pedagogical feature of the textbook is the accessible approach to probability concepts through examples with explanations and problems with solutions. The reader is encouraged to simulate in Matlab random experiments and to explore the theoretical aspects of the probabilistic models behind the studied experiments. By this appropriate balance between simulations and rigorous mathematical approach, the reader can experience the excitement of comprehending basic concepts and can develop the intuitive thinking in solving problems. The current textbook does not contain proofs for the stated theorems, but corresponding references are given. Moreover, the given Matlab codes and detailed solutions make the textbook accessible to researchers and undergraduate students, by learning various techniques from probability theory and its applications in other fields. This book is intended not only for students of mathematics but also for students of natural sciences, engineering, computer science and for science researchers, who possess the basic knowledge of calculus for the mathematical concepts of the textbook and elementary programming skills for the Matlab simulations.

Maximum-Entropy and Bayesian Methods in Inverse Problems

Автор: C.R. Smith; W.T. Grandy Jr.
Название: Maximum-Entropy and Bayesian Methods in Inverse Problems
ISBN: 9048184185 ISBN-13(EAN): 9789048184187
Издательство: Springer
Рейтинг:
Цена: 186290.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This volume contains the text of the twenty-five papers presented at two workshops entitled Maximum-Entropy and Bayesian Methods in Applied Statistics, which were held at the University of Wyoming from June 8 to 10, 1981, and from August 9 to 11, 1982.

Bayesian Nonparametric Data Analysis

Автор: Muller, P., Quintana, F.A., Jara, A., Hanson, T.
Название: Bayesian Nonparametric Data Analysis
ISBN: 3319189670 ISBN-13(EAN): 9783319189673
Издательство: Springer
Рейтинг:
Цена: 79190.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. In selecting specific nonparametric models, simpler and more traditional models are favored over specialized ones.

Bayesian Logical Data Analysis for the Physical Sciences

Автор: Gregory
Название: Bayesian Logical Data Analysis for the Physical Sciences
ISBN: 0521150124 ISBN-13(EAN): 9780521150125
Издательство: Cambridge Academ
Рейтинг:
Цена: 69690.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Increasingly, researchers in many branches of science are coming into contact with Bayesian statistics or Bayesian probability theory. This book provides a clear exposition of the underlying concepts with large numbers of worked examples and problem sets. Background material is provided in appendices and supporting Mathematica (R) notebooks are available.

Bayesian Analysis with Stata

Автор: Thompson John
Название: Bayesian Analysis with Stata
ISBN: 1597181412 ISBN-13(EAN): 9781597181419
Издательство: Taylor&Francis
Рейтинг:
Цена: 57150.00 T
Наличие на складе: Невозможна поставка.
Описание:

Bayesian Analysis with Stata is written for anyone interested in applying Bayesian methods to real data easily. The book shows how modern analyses based on Markov chain Monte Carlo (MCMC) methods are implemented in Stata both directly and by passing Stata datasets to OpenBUGS or WinBUGS for computation, allowing Stata's data management and graphing capability to be used with OpenBUGS/WinBUGS speed and reliability.

The book emphasizes practical data analysis from the Bayesian perspective, and hence covers the selection of realistic priors, computational efficiency and speed, the assessment of convergence, the evaluation of models, and the presentation of the results. Every topic is illustrated in detail using real-life examples, mostly drawn from medical research.

The book takes great care in introducing concepts and coding tools incrementally so that there are no steep patches or discontinuities in the learning curve. The book's content helps the user see exactly what computations are done for simple standard models and shows the user how those computations are implemented. Understanding these concepts is important for users because Bayesian analysis lends itself to custom or very complex models, and users must be able to code these themselves.


Solved Problems in Geostatistics

Автор: Leuangthong
Название: Solved Problems in Geostatistics
ISBN: 0470177926 ISBN-13(EAN): 9780470177921
Издательство: Wiley
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Цена: 102380.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Solved Problems in Geostatistics brings together exercises and projects that demonstrate key principles and build strong bridges between theory and practice. Each chapter focuses on a comprehensive topic with examples and problems for a technologically evolving audience.


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