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Nonparametric Regression Analysis of Longitudinal Data

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  • © 1988

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Part of the book series: Lecture Notes in Statistics (LNS, volume 46)

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Table of contents (12 chapters)

Keywords

About this book

This monograph reviews some of the work that has been done for longitudi­ nal data in the rapidly expanding field of nonparametric regression. The aim is to give the reader an impression of the basic mathematical tools that have been applied, and also to provide intuition about the methods and applications. Applications to the analysis of longitudinal studies are emphasized to encourage the non-specialist and applied statistician to try these methods out. To facilitate this, FORTRAN programs are provided which carry out some of the procedures described in the text. The emphasis of most research work so far has been on the theoretical aspects of nonparametric regression. It is my hope that these techniques will gain a firm place in the repertoire of applied statisticians who realize the large potential for convincing applications and the need to use these techniques concurrently with parametric regression. This text evolved during a set of lectures given by the author at the Division of Statistics at the University of California, Davis in Fall 1986 and is based on the author's Habilitationsschrift submitted to the University of Marburg in Spring 1985 as well as on published and unpublished work. Completeness is not attempted, neither in the text nor in the references. The following persons have been particularly generous in sharing research or giving advice: Th. Gasser, P. Ihm, Y. P. Mack, V. Mammi tzsch, G . G. Roussas, U. Stadtmuller, W. Stute and R.

Authors and Affiliations

  • Institute of Medical Statistics, University of Erlangen-Nürnberg, Erlangen, Federal Republic of Germany

    Hans-Georg Müller

  • Division of Statistics, University of California, Davis, USA

    Hans-Georg Müller

Bibliographic Information

  • Book Title: Nonparametric Regression Analysis of Longitudinal Data

  • Authors: Hans-Georg Müller

  • Series Title: Lecture Notes in Statistics

  • DOI: https://doi.org/10.1007/978-1-4612-3926-0

  • Publisher: Springer New York, NY

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer-Verlag Berlin Heidelberg 1988

  • Softcover ISBN: 978-0-387-96844-5Published: 26 September 1988

  • eBook ISBN: 978-1-4612-3926-0Published: 06 December 2012

  • Series ISSN: 0930-0325

  • Series E-ISSN: 2197-7186

  • Edition Number: 1

  • Number of Pages: XIV, 369

  • Topics: Applications of Mathematics

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