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Parallel Algorithms for Linear Models

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Release : 2000-01-31
Genre : Business & Economics
Kind : eBook
Book Rating : 207/5 ( reviews)

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Book Synopsis Parallel Algorithms for Linear Models by : Erricos Kontoghiorghes

Download or read book Parallel Algorithms for Linear Models written by Erricos Kontoghiorghes. This book was released on 2000-01-31. Available in PDF, EPUB and Kindle. Book excerpt: Parallel Algorithms for Linear Models provides a complete and detailed account of the design, analysis and implementation of parallel algorithms for solving large-scale linear models. It investigates and presents efficient, numerically stable algorithms for computing the least-squares estimators and other quantities of interest on massively parallel systems. The monograph is in two parts. The first part consists of four chapters and deals with the computational aspects for solving linear models that have applicability in diverse areas. The remaining two chapters form the second part, which concentrates on numerical and computational methods for solving various problems associated with seemingly unrelated regression equations (SURE) and simultaneous equations models. The practical issues of the parallel algorithms and the theoretical aspects of the numerical methods will be of interest to a broad range of researchers working in the areas of numerical and computational methods in statistics and econometrics, parallel numerical algorithms, parallel computing and numerical linear algebra. The aim of this monograph is to promote research in the interface of econometrics, computational statistics, numerical linear algebra and parallelism.

Parallel Algorithms for Linear Models

Download Parallel Algorithms for Linear Models PDF Online Free

Author :
Release : 2012-12-06
Genre : Business & Economics
Kind : eBook
Book Rating : 714/5 ( reviews)

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Book Synopsis Parallel Algorithms for Linear Models by : Erricos Kontoghiorghes

Download or read book Parallel Algorithms for Linear Models written by Erricos Kontoghiorghes. This book was released on 2012-12-06. Available in PDF, EPUB and Kindle. Book excerpt: Parallel Algorithms for Linear Models provides a complete and detailed account of the design, analysis and implementation of parallel algorithms for solving large-scale linear models. It investigates and presents efficient, numerically stable algorithms for computing the least-squares estimators and other quantities of interest on massively parallel systems. The monograph is in two parts. The first part consists of four chapters and deals with the computational aspects for solving linear models that have applicability in diverse areas. The remaining two chapters form the second part, which concentrates on numerical and computational methods for solving various problems associated with seemingly unrelated regression equations (SURE) and simultaneous equations models. The practical issues of the parallel algorithms and the theoretical aspects of the numerical methods will be of interest to a broad range of researchers working in the areas of numerical and computational methods in statistics and econometrics, parallel numerical algorithms, parallel computing and numerical linear algebra. The aim of this monograph is to promote research in the interface of econometrics, computational statistics, numerical linear algebra and parallelism.

Parallel Algorithms for Linear Models

Download Parallel Algorithms for Linear Models PDF Online Free

Author :
Release : 2000-01-01
Genre :
Kind : eBook
Book Rating : 729/5 ( reviews)

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Book Synopsis Parallel Algorithms for Linear Models by : Erricos Kontoghiorghes

Download or read book Parallel Algorithms for Linear Models written by Erricos Kontoghiorghes. This book was released on 2000-01-01. Available in PDF, EPUB and Kindle. Book excerpt:

Parallel Algorithms for Numerical Linear Algebra

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Author :
Release : 2014-06-28
Genre : Computers
Kind : eBook
Book Rating : 737/5 ( reviews)

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Book Synopsis Parallel Algorithms for Numerical Linear Algebra by : H. van der Vorst

Download or read book Parallel Algorithms for Numerical Linear Algebra written by H. van der Vorst. This book was released on 2014-06-28. Available in PDF, EPUB and Kindle. Book excerpt: This is the first in a new series of books presenting research results and developments concerning the theory and applications of parallel computers, including vector, pipeline, array, fifth/future generation computers, and neural computers.All aspects of high-speed computing fall within the scope of the series, e.g. algorithm design, applications, software engineering, networking, taxonomy, models and architectural trends, performance, peripheral devices.Papers in Volume One cover the main streams of parallel linear algebra: systolic array algorithms, message-passing systems, algorithms for parallel shared-memory systems, and the design of fast algorithms and implementations for vector supercomputers.

Some Parallel Algorithms for Linear Model Based Integer Parameter Estimation

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Author :
Release : 2022
Genre :
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Some Parallel Algorithms for Linear Model Based Integer Parameter Estimation by : Shilei Lin

Download or read book Some Parallel Algorithms for Linear Model Based Integer Parameter Estimation written by Shilei Lin. This book was released on 2022. Available in PDF, EPUB and Kindle. Book excerpt: "In some applications, such as wireless communications and Global Positioning Systems (GPS), etc., one needs to estimate the integer-valued parameter vector in a linear model with additive Gaussian noise.In real-time applications, in addition to the accuracy of estimators,the efficiency of estimation algorithms is crucial.To fully utilize modern parallel hardware such as omnipresent multicore processors, this thesis proposes some parallel algorithms to estimate the integer-valued parameter vectors in various linear models. Our parallel algorithms are based on asynchronous iterations.Numerical results are given to illustrate our algorithms' effectiveness, efficiency, and accuracy"--

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