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Functional Relations, Random Coefficients, and Nonlinear Regression with Application to Kinetic Data

  • Book
  • © 1984

Overview

Part of the book series: Lecture Notes in Statistics (LNS, volume 22)

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Table of contents (6 chapters)

Keywords

About this book

These notes on regression give an introduction to some of the techniques that I have found useful when working with various data sets in collaboration with Dr. S. Keiding (Copenhagen) and Dr. J.W.L. Robinson (Lausanne). The notes are based on some lectures given at the Institute of Mathematical Statistics, University of Copenhigen, 1978-81, for graduate students, and assumes a familiarity with statistical theory corresponding to the book by C.R. Rao: "Linear Statistical Inference and its Applications". Wiley, New York (1973) . The mathematical tools needed for the algebraic treatment of the models are some knowledge of finite dimensional vector spaces with an inner product and the notion of orthogonal projection. For the analytic treatment I need characteristic functions and weak convergence as the main tools. The most important statistical concepts are the general linear model for Gaussian variables and the general methods of maximum likelihood estimation as well as the likelihood ratio test. All these topics are presented in the above mentioned book by Rao and the reader is referred to that for details. For convenience a short appendix is added where the fundamental concepts from linear algebra are discussed.

Authors and Affiliations

  • Institute of Mathematical Statistics, University of Copenhagen, Copenhagen Ø, Denmark

    Søren Johansen

Bibliographic Information

  • Book Title: Functional Relations, Random Coefficients, and Nonlinear Regression with Application to Kinetic Data

  • Authors: Søren Johansen

  • Series Title: Lecture Notes in Statistics

  • DOI: https://doi.org/10.1007/978-1-4612-5244-3

  • Publisher: Springer New York, NY

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer-Verlag New York Inc. 1984

  • Softcover ISBN: 978-0-387-90968-4Published: 10 April 1984

  • eBook ISBN: 978-1-4612-5244-3Published: 06 December 2012

  • Series ISSN: 0930-0325

  • Series E-ISSN: 2197-7186

  • Edition Number: 1

  • Number of Pages: VIII, 126

  • Topics: Probability Theory and Stochastic Processes, Applications of Mathematics

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