Introduction to Scientific Computing and Data Analysis

• Main Author: Holmes, Mark H. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Series: Texts in Computational Science and Engineering, 13
• Subjects: Mathematics.; Partial differential equations.; Computer mathematics.; Mathematical optimization.; Computational Science and Engineering.; Optimization.; Partial Differential Equations.

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 si...

Table of Contents:

• Introduction to Scientific Computing
• Solving a Nonlinear Equation
• Matrix Equations
• Eigenvalue Problems
• Interpolation
• Numerical Integration
• Initial Value Problems
• Optimization
• Data Analysis
• Appendices.