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Adaptive Regression

  • Book
  • © 2000

Overview

Authors:
  1. Yadolah Dodge

    1. University of Neuchâtel, Neuchâtel, Switzerland

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  2. Jana Jurečková

    1. Department of Probability and Statistics, Charles University, Prague, Czech Republic

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Table of contents (11 chapters)

  1. Front Matter

    Pages i-xii
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  2. Prologue

    • Yadolah Dodge, Jana Jureĉková
    Pages 1-10

  3. Regression Methods

    • Yadolah Dodge, Jana Jureĉková
    Pages 11-36

  4. Adaptive LAD + LS Regression

    • Yadolah Dodge, Jana Jureĉková
    Pages 37-60

  5. Adaptive LAD + TLS Regression

    • Yadolah Dodge, Jana Jureĉková
    Pages 61-74

  6. Adaptive LAD + M-Regression

    • Yadolah Dodge, Jana Jureĉková
    Pages 75-86

  7. Adaptive LS + TLS Regression

    • Yadolah Dodge, Jana Jureĉková
    Pages 87-98

  8. Adaptive Choice of Trimming

    • Yadolah Dodge, Jana Jureĉková
    Pages 99-114

  9. Adaptive Combination of Tests

    • Yadolah Dodge, Jana Jureĉková
    Pages 115-124

  10. Computational Aspects

    • Yadolah Dodge, Jana Jureĉková
    Pages 125-142

  11. Some Asymptotic Results

    • Yadolah Dodge, Jana Jureĉková
    Pages 143-156

  12. Epilogue

    • Yadolah Dodge, Jana Jureĉková
    Pages 157-158

  13. Back Matter

    Pages 159-177
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Keywords

About this book

Linear regression is an important area of statistics, theoretical or applied. There have been a large number of estimation methods proposed and developed for linear regression. Each has its own competitive edge but none is good for all purposes. This manuscript focuses on construction of an adaptive combination of two estimation methods. The purpose of such adaptive methods is to help users make an objective choice and to combine desirable properties of two estimators.

Reviews

From the reviews:

MATHEMATICAL REVIEWS

"Despite its high level, the book is extremely readable and gives new insight into the problem of estimation in the linear regression model."

Authors and Affiliations

  • University of Neuchâtel, Neuchâtel, Switzerland

    Yadolah Dodge

  • Department of Probability and Statistics, Charles University, Prague, Czech Republic

    Jana Jurečková

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