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Introduction to scientific computing and data analysis [electronic resource] / Mark H. Holmes.

Holmes, Mark H., author.
2016
Q183.9
Available Online
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Title
Introduction to scientific computing and data analysis [electronic resource] / Mark H. Holmes.
Author
Holmes, Mark H., author.
ISBN
9783319302560 (electronic book)
3319302566 (electronic book)
9783319302546
331930254X
DOI
https://doi.org/10.1007/978-3-319-30256-0
Published
Switzerland : Springer, 2016.
Language
English
Description
1 online resource (xiv, 497 pages) : illustrations.
Item Number
10.1007/978-3-319-30256-0 doi
Call Number
Q183.9
Dewey Decimal Classification
502.85
Summary
Annotation 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 optimisation 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.
Note
Annotation 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 optimisation 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.
Bibliography, etc. Note
Includes bibliographical references and index.
Access Note
Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed June 14, 2016).
Series
Texts in computational science and engineering ; 13.
Available in Other Form
Print version: 331930254X
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Record Appears in
Online Resources > Ebooks
All Resources
Introduction to Scientific Computing
Solving a Nonlinear Equation
Matrix Equations
Eigenvalue Problems
Interpolation
Numerical Integration
Initial Value Problems
Optimization
Data Analysis
Appendices.

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