Description: Likelihood and Bayesian Inference Please note: this item is printed on demand and will take extra time before it can be dispatched to you (up to 20 working days). With Applications in Biology and Medicine Author(s): Leonhard Held, Daniel Sabanes Bove Format: Hardback Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, Germany Imprint: Springer-Verlag Berlin and Heidelberg GmbH & Co. K ISBN-13: 9783662607916, 978-3662607916 Synopsis This richly illustrated textbook covers modern statistical methods with applications in medicine, epidemiology and biology. Firstly, it discusses the importance of statistical models in applied quantitative research and the central role of the likelihood function, describing likelihood-based inference from a frequentist viewpoint, and exploring the properties of the maximum likelihood estimate, the score function, the likelihood ratio and the Wald statistic. In the second part of the book, likelihood is combined with prior information to perform Bayesian inference. Topics include Bayesian updating, conjugate and reference priors, Bayesian point and interval estimates, Bayesian asymptotics and empirical Bayes methods. It includes a separate chapter on modern numerical techniques for Bayesian inference, and also addresses advanced topics, such as model choice and prediction from frequentist and Bayesian perspectives. This revised edition of the book "Applied Statistical Inference" has been expanded to include new material on Markov models for time series analysis. It also features a comprehensive appendix covering the prerequisites in probability theory, matrix algebra, mathematical calculus, and numerical analysis, and each chapter is complemented by exercises. The text is primarily intended for graduate statistics and biostatistics students with an interest in applications.
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Location: Aldershot
End Time: 2024-11-23T15:35:07.000Z
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Book Title: Likelihood and Bayesian Inference
Subject Area: Data Analysis
Item Height: 235 mm
Item Width: 155 mm
Series: Statistics for Biology and Health
Author: Daniel Sabanes Bove, Leonhard Held
Publication Name: Likelihood and Bayesian Inference: with Applications in Biology and Medicine
Format: Hardcover
Language: English
Publisher: Springer-Verlag Berlin AND Heidelberg Gmbh & Co. KG
Subject: Medicine, Mathematics, Healthcare System
Publication Year: 2020
Type: Textbook
Item Weight: 787 g
Number of Pages: 402 Pages