Modeling with Data
Tools and Techniques for Scientific Computing
By (author) Ben Klemens
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Modeling with Data by Ben Klemens
Book DescriptionModeling with Data fully explains how to execute computationally intensive analyses on very large data sets, showing readers how to determine the best methods for solving a variety of different problems, how to create and debug statistical models, and how to run an analysis and evaluate the results. Ben Klemens introduces a set of open and unlimited tools, and uses them to demonstrate data management, analysis, and simulation techniques essential for dealing with large data sets and computationally intensive procedures. He then demonstrates how to easily apply these tools to the many threads of statistical technique, including classical, Bayesian, maximum likelihood, and Monte Carlo methods. Klemens's accessible survey describes these models in a unified and nontraditional manner, providing alternative ways of looking at statistical concepts that often befuddle students. The book includes nearly one hundred sample programs of all kinds. Links to these programs will be available on this page at a later date. Modeling with Data will interest anyone looking for a comprehensive guide to these powerful statistical tools, including researchers and graduate students in the social sciences, biology, engineering, economics, and applied mathematics.
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Book DetailsISBN: 9780691133140
(254mm x 178mm x 25mm)
Imprint: Princeton University Press
Publisher: Princeton University Press
Publish Date: 6-Oct-2008
Country of Publication: United States
Books By Author Ben Klemens
21st Century c., Paperback (October 2014)
Throw out your old ideas of C, and relearn a programming language that's substantially outgrown its origins. With this revised edition of 21st Century C, you'll discover up-to-date techniques missing from other C tutorials, whether you're new to the language or just getting reacquainted.
Math You Can't Use, Hardback (May 2005)» View all books by Ben Klemens
This lively and innovative book is about computer code and the legal controls and restrictions on those who write it. The widespread use of personal computers and the Internet have made it possible to release new data or tools instantaneously to virtually the entire world.
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Author Biography - Ben Klemens
Ben Klemens is a senior statistician at the National Institute of Mental Health. He is also a guest scholar at the Center on Social and Economic Dynamics at the Brookings Institution.
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