Fundamental Numerical Methods and Data Analysis 1st Edition by George Collins – Ebook PDF Instant Download/Delivery. 9783110936001 ,3110936003
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ISBN 10: 3110936003
ISBN 13: 9783110936001
Author: George Collins
The basic premise of this book is that it can serve as the basis for a wide range of courses that discuss numerical methods used in data analysis and science. It is meant to support a series of lectures, not replace them. To reflect this, the subject matter is wide ranging and perhaps too broad for a single course.
Numerical algorithms appear as neatly packaged computer programs that are regarded by the user as “black boxes” into which they feed their data and from which come the publishable results. The complexity of many of the problems dealt with in this manner makes determining the validity of the results nearly impossible. This book is an attempt to correct some of these problems.
Fundamental Numerical Methods and Data Analysis 1st Edition Table of contents:
Chapter 1: Introduction and Fundamental Concepts
Chapter 2: The Numerical Methods for Linear Equations and Matrices
Chapter 3: Polynomial Approximation, Interpolation, and Orthogonal Polynomials
Chapter 4: Numerical Evaluation of Derivatives and Integrals
Chapter 5: Numerical Solution of Differential and Integral Equations
Chapter 6: Least Squares, Fourier Analysis, and Related Approximation Norms
Chapter 7: Probability Theory and Statistics
Chapter 8: Sampling Distributions of Moments, Statistical Tests, and Procedures
Index
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