By Tatiana Tatarinova,Alan Schumitzky

ISBN-10: 1848167563

ISBN-13: 9781848167568

This e-book, written via mathematicians from the college of Southern California, offers a extensive creation to the real topic of nonlinear combination types from a Bayesian viewpoint. It includes heritage fabric, a short description of Markov chain conception, in addition to novel algorithms and their purposes. it really is self-contained and unified in presentation, which makes it perfect to be used as a sophisticated textbook by means of graduate scholars and as a reference for self sustaining researchers. the reasons within the ebook are certain sufficient to catch the curiosity of the curious reader, and entire sufficient to supply the mandatory heritage fabric had to pass additional into the topic and discover the study literature.

In this ebook the authors current Bayesian tools of study for nonlinear, hierarchical mix types, with a finite, yet probably unknown, variety of parts. those tools are then utilized to numerous difficulties together with inhabitants pharmacokinetics and gene expression research. In inhabitants pharmacokinetics, the nonlinear blend version, in response to past scientific facts, turns into the past distribution for person remedy. For gene expression info, one program incorporated within the booklet is to figure out which genes may be linked to an analogous element of the combination (also referred to as a clustering problem). The e-book additionally comprises examples of machine courses written in insects. this is often the 1st ebook of its type to hide some of the themes during this field.

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Nonlinear Mixture Models:A Bayesian Approach by Tatiana Tatarinova,Alan Schumitzky

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