Introduction to Scientific Computing and Data Analysis

Nonfiction, Science & Nature, Mathematics, Applied, Computers, Advanced Computing, Computer Science, Science
Cover of the book Introduction to Scientific Computing and Data Analysis by Mark H. Holmes, Springer International Publishing
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Author: Mark H. Holmes ISBN: 9783319302560
Publisher: Springer International Publishing Publication: May 30, 2016
Imprint: Springer Language: English
Author: Mark H. Holmes
ISBN: 9783319302560
Publisher: Springer International Publishing
Publication: May 30, 2016
Imprint: Springer
Language: English

This textbook provides and introduction to numerical computing and its applications in science and engineering.  The topics covered include those usually found in an introductory course, as well as those that arise in data analysis.  This includes optimization and regression based methods using a singular value decomposition.  The emphasis is on problem solving, and there are numerous exercises throughout the text concerning applications in engineering and science.  The essential role of the mathematical theory underlying the methods is also considered, both for understanding how the method works, as well as how the error in the computation depends on the method being used.  The MATLAB codes used to produce most of the figures and data tables in the text are available on the author’s website and SpringerLink.

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This textbook provides and introduction to numerical computing and its applications in science and engineering.  The topics covered include those usually found in an introductory course, as well as those that arise in data analysis.  This includes optimization and regression based methods using a singular value decomposition.  The emphasis is on problem solving, and there are numerous exercises throughout the text concerning applications in engineering and science.  The essential role of the mathematical theory underlying the methods is also considered, both for understanding how the method works, as well as how the error in the computation depends on the method being used.  The MATLAB codes used to produce most of the figures and data tables in the text are available on the author’s website and SpringerLink.

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