Titlebook: Handbook of Computational Statistics; Concepts and Methods James E. Gentle,Wolfgang Karl Härdle,Yuichi Mori Book 2012Latest edition Springe

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Numerical Linear Algebraression reduces to solving a system of linear equations, see Chap. III.8. Theprincipal components method is based on finding eigenvalues and eigenvectors of a matrix, see Chap. III.6. Nonlinear optimization methods such as Newton’s method often employ the inversion of a Hessian matrix. In all these cases, we neednumerical linear algebra.

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978-3-662-51765-9Springer-Verlag Berlin Heidelberg 2012

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How Computational Statistics Became the Backbone of Modern Data ScienceThis first chapter serves as an introduction and overview for a collection of articles surveying the current state of the science of computational statistics. Earlier versions of most of these articles appeared in the first edition of ., published in 2004.

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Statistical User InterfacesA . is an interface between a human user and a statistical software package. Whenever we use a statistical software package we want to solve a specific statistical problem. But very often at first it is necessary to learn specific things about the software package.