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Likelihood, Bayesian, and MCMC Methods in Quantitative Genetics

S. Krinsky

3 ratings by Goodreads
ISBN 10: 0387954406 / ISBN 13: 9780387954400
Published by Springer
New Condition: New Hardcover
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Hardcover. 257 pages. Dimensions: 9.7in. x 6.4in. x 0.8in.Ethics and Law in Modern Medicine is a unique book that explores the field of medical ethics and health care decision-making through hypothetical case studies. The truly unique feature of this volume is that each chapter sets forth a hypothetical fact pattern which includes role assignments to encourage participants to actively take part in group discussions and debate the controversial and cutting-edge topics that are presented. Each chapter includes in-depth discussion questions which thoroughly explore issues raised by the hypothetical fact patterns, and suggested readings provide background for participants. Additionally, the volume contains excerpts from key statutes and case law which govern the decision-making process presented in each chapter. The volume covers a wide variety of issues including HIV, the health care rights of minors, consent and confidentiality, assisted reproductive technology, property rights in bodily organs, research ethics, religious freedom and the right to refuse care, rationing of scarce resources, surrogate decision-making, and several other traditional as well as unique ethical, legal, and social issues. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN. Bookseller Inventory # 9780387954400

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Bibliographic Details

Title: Likelihood, Bayesian, and MCMC Methods in ...

Publisher: Springer

Binding: Hardcover

Book Condition:New

Book Type: Hardcover

About this title

Synopsis:

This book, suitable for numerate biologists and for applied statisticians, provides the foundations of likelihood, Bayesian and MCMC methods in the context of genetic analysis of quantitative traits. Although a number of excellent texts in these areas have become available in recent years, the basic ideas and tools are typically described in a technically demanding style and contain much more detail than necessary. Here, an effort has been made to relate biological to statistical parameters throughout, and the book includes extensive examples that illustrate the developing argument.

Review:

From the reviews:

BIOINFORMATICS

"I found the coverage of material to be excellent: well chosen and well written, and I didn’t spot a single typographical error...It can serve as a resource book for masters-level taught courses, but will be most useful for PhD students and other researchers who need to fill in the gaps in their knowledge, grasp the intuition behind statistical techniques, models, and algorithms, and find pointers to more extensive treatments. Overall, I find that the authors have succeeded admirably in their goals. I highly recommend this excellent book to any researcher seeking a graduate-level introduction to the modern statistical methods applied in quantitative genetics."

"Just one personal sentence as an Introduction: I like the book so much that I have decided to include several parts of it in my own lectures. ... it may be understood more easily by students and researchers that lack a strong background in statistics and mathematics. ... most examples are nicely explained. ... Summing up, I am convinced that this excellent book should be a standard book for researchers and students with a background in genetics who are interested in Bayesian and MCMC methods." (Andreas Ziegler, Metrika, February, 2004)

"Both authors ... have made significant contributions to development of statistical methods in quantitative genetics and in particular have been at the forefront of the adoption of MCMC methods for Bayesian analysis, which can be applied to an enormous range of problems ... . their coverage of likelihood methods is both extensive and fair. ... this is a valuable book, in that it presents so much background essential for the subsequent application and merits a much broader market that it is likely to get." (William G. Hill, Genetical Research, Vol. 81, 2003)

"The coverage of Bayesian theory is extensive, and includes a discussion of information and entropy, and of the notion ‘uninformative’ priors, as well as model assessment and model averaging. ... I found the coverage of material to be excellent: well chosen and well written, and I didn’t spot a single typographical error. ... the authors have succeeded admirably in their goals. I highly recommend this excellent book to any researcher seeking a graduate-level introduction to the modern statistical methods applied in quantitative genetics." (David Balding, Bioinformatics, July, 2003)

"The book is aimed at students and researchers in agriculture, biology and medicine. ... Statisticians will appreciate the attempt to relate biological to statistical parameters. In conclusion the book shows that the authors have a lot of experience with applications of statistics to quantitative genetics. Much more details are given in this book than usual, so it can be considered and recommended for classroom use." (Prof. Dr. W. Urfer, Statistical Papers, Vol. 46 (4), 2005)

" [T]he book is worth owning for anyone interested in applying likelihood or Bayesian models, especially realistic models that may require MCMC for implementation." (Journal of the American Statistical Associaton)

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