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The first unified account of the theory, methodology, and applications of the EM algorithm and its extensions Since its inception in 1977, the Expectation-Maximization (EM) algorithm has been the subject of intense scrutiny, dozens of applications, numerous extensions, and thousands of publications. The algorithm and its extensions are now standard tools applied to incomplete data problems in virtually every field in which statistical methods are used. Until now, however, no single source offered a complete and unified treatment of the subject. The EM Algorithm and Extensions describes the formulation of the EM algorithm, details its methodology, discusses its implementation, and illustrates applications in many statistical contexts. Employing numerous examples, Geoffrey McLachlan and Thriyambakam Krishnan examine applications both in evidently incomplete data situations--where data are missing, distributions are truncated, or observations are censored or grouped--and in a broad variety of situations in which incompleteness is neither natural nor evident. They point out the algorithm's shortcomings and explain how these are addressed in the various extensions. Areas of application discussed include: Regression Medical imaging Categorical data analysis Finite mixture analysis Factor analysis Robust statistical modeling Variance-components estimation Survival analysis Repeated-measures designs For theoreticians, practitioners, and graduate students in statistics as well as researchers in the social and physical sciences, The EM Algorithm and Extensions opens the door to the tremendous potential of this remarkably versatile statisticaltool.

As the pre-eminent standard for the project management profession, A Guide to the Project Management Body of Knowledge (PMBOK(R) Guide)--2000 Edition identifies and describes the subset of principles and practices within the PMBOK(R) that are generally accepted and applicable to most projects most of the time. However, the PMBOK(R) Guide also identifies the need for application area extensions when there are generally accepted knowledge and practices for a category of projects in one application area that are not generally accepted across the full range of project types in most application areas. Government contracting is one such application area, and is the basis for this much-anticipated book. Designed to complement, rather than replace, the PMBOK(R) Guide--2000 Edition, contents of the Government Extension to a Guide to the Project Management Body of Knowledge (PMBOK(R) Guide), also known as the Government Extension, are based upon the same, easy-to-follow numbering system. Unaffected areas of the PMBOK(R) Guide are identified as such, with reference made to the corresponding PMBOK(R) Guide section. However, those areas of the Government Extension that contain revised or additional government-related content are easily identified. This book is a must-read for project practitioners involved with government contracts, as well as anyone who wants a better understanding of the PMBOK(R) Guide, as it applies to the government sector. The Government Extension teaches you how to get government jobs done right, on time and within budget.

Galois extension - In mathematics, a Galois extension is an algebraic field extension E/F satisfying certain conditions (described below); one also says that the extension is Galois. The significance of being a Galois extension is that the extension has a Galois group and obeys the fundamental theorem of Galois theory.

Extension cord - An extension cord (also known as a power extender, or an extension lead, sometimes known as an extension cable, but that has a distinct meaning from extension cord for many people) is a length of flexible electrical power cable (flex) with a plug on one end and one or more sockets on the other end (usually of the same type as the plug). The term usually refers to mains (household AC) extensions but is also used to refer to extensions for ...

South Extension - Located on Ring Road, South Extension (known to locals as "SouthEx") is a huge neighborhood in South Delhi and is divided into two parts: South Extension I and South Extension II. South Extension is a good place for tourists to see locals going about their daily activities.

Extension agency - An extension agency is an organisation that practises extension, in the context of community development. An example is the Cooperative Extension Service, which aims to assist individuals or groups in defining and achieving their goals in rural communities in the USA.

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Extension Png - Extension Png APNG - The APNG (Animated Portable Network Graphics) file format is a proposed extension to the portable network graphics (PNG) specification that would allow for animated PNG files that work in a similar fashion to animated graphics interchange format (GIF) files, while retaining the backward compatibility with non-animated PNG files. Galois extension - In mathematics, a Galois extension is an algebraic field extension E/F satisfying certain conditions (described below); one also says that the extension is Galois. The significance ...

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