Download The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) PDF Free - Full Version
Download The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) by Geoffrey J. McLachlan, Thriyambakam Krishnan in PDF format completely FREE. No registration required, no payment needed. Get instant access to this valuable resource on PDFdrive.to!
About The EM Algorithm and Extensions (Wiley Series in Probability and Statistics)
The only single-source——now completely updated and revised——to offer a unified treatment of the theory, methodology, and applications of the EM algorithmComplete with updates that capture developments from the past decade, The EM Algorithm and Extensions, Second Edition successfully provides a basic understanding of the EM algorithm by describing its inception, implementation, and applicability in numerous statistical contexts. In conjunction with the fundamentals of the topic, the authors discuss convergence issues and computation of standard errors, and, in addition, unveil many parallels and connections between the EM algorithm and Markov chain Monte Carlo algorithms. Thorough discussions on the complexities and drawbacks that arise from the basic EM algorithm, such as slow convergence and lack of an in-built procedure to compute the covariance matrix of parameter estimates, are also presented.While the general philosophy of the First Edition has been maintained, this timely new edition has been updated, revised, and expanded to include:New chapters on Monte Carlo versions of the EM algorithm and generalizations of the EM algorithmNew results on convergence, including convergence of the EM algorithm in constrained parameter spacesExpanded discussion of standard error computation methods, such as methods for categorical data and methods based on numerical differentiationCoverage of the interval EM, which locates all stationary points in a designated region of the parameter spaceExploration of the EM algorithm's relationship with the Gibbs sampler and other Markov chain Monte Carlo methodsPlentiful pedagogical elements—chapter introductions, lists of examples, author and subject indices, computer-drawn graphics, and a related Web siteThe EM Algorithm and Extensions, Second Edition serves as an excellent text for graduate-level statistics students and is also a comprehensive resource for theoreticians, practitioners, and researchers in the social and physical sciences who would like to extend their knowledge of the EM algorithm.
Detailed Information
| Author: | Geoffrey J. McLachlan, Thriyambakam Krishnan |
|---|---|
| Publication Year: | 2008 |
| ISBN: | 471201707 |
| Pages: | 400 |
| Language: | English |
| File Size: | 17.345 |
| Format: | |
| Price: | FREE |
Safe & Secure Download - No registration required
Why Choose PDFdrive for Your Free The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) Download?
- 100% Free: No hidden fees or subscriptions required for one book every day.
- No Registration: Immediate access is available without creating accounts for one book every day.
- Safe and Secure: Clean downloads without malware or viruses
- Multiple Formats: PDF, MOBI, Mpub,... optimized for all devices
- Educational Resource: Supporting knowledge sharing and learning
Frequently Asked Questions
Is it really free to download The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) PDF?
Yes, on https://PDFdrive.to you can download The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) by Geoffrey J. McLachlan, Thriyambakam Krishnan completely free. We don't require any payment, subscription, or registration to access this PDF file. For 3 books every day.
How can I read The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) on my mobile device?
After downloading The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) PDF, you can open it with any PDF reader app on your phone or tablet. We recommend using Adobe Acrobat Reader, Apple Books, or Google Play Books for the best reading experience.
Is this the full version of The EM Algorithm and Extensions (Wiley Series in Probability and Statistics)?
Yes, this is the complete PDF version of The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) by Geoffrey J. McLachlan, Thriyambakam Krishnan. You will be able to read the entire content as in the printed version without missing any pages.
Is it legal to download The EM Algorithm and Extensions (Wiley Series in Probability and Statistics) PDF for free?
https://PDFdrive.to provides links to free educational resources available online. We do not store any files on our servers. Please be aware of copyright laws in your country before downloading.
The materials shared are intended for research, educational, and personal use in accordance with fair use principles.
