Modeling with Data: Tools and Techniques for Scientific Computing (Ben Klemens)

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Modeling with records completely explains the way to execute computationally intensive analyses on very large information units, displaying to readers the way to determine the exceptional strategies for fixing a spread of various issues, the way to create and debug statistical models, and the way to run an evaluation and compare the consequences.

Ben Klemens introduces a fixed of open and unlimited tools and makes use of them to illustrate statistics control, analysis, and simulation techniques vital for dealing with large facts units and computationally extensive techniques. He then demonstrates a way to without problems observe those gear to the various threads of statistical approach, consisting of classical, Bayesian, maximum probability, and Monte Carlo methods. Klemens's accessible survey describes those fashions in a unified and nontraditional way, presenting alternative approaches to looking at statistical principles that frequently befuddle students. The book consists of nearly 100 pattern programs of a wide variety. links to these packages can be available on this web page at a later date.

Modeling with facts will hobby all and sundry searching out a comprehensive manual to this powerful statistical equipment, consisting of researchers and graduate students within the social sciences, biology, engineering, economics, and applied mathematics.

Ebook Details

About the Authors
Ben Klemens is a senior statistician at the country-wide Institute of intellectual health. He is likewise a visitor pupil at the middle on Social and monetary Dynamics on the Brookings group.
Published Date / Year
illustrated electronic edition (March 24, 2009)
470 pages

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