Local Regression and Likelihood by Catherine Loader

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Local Regression and Likelihood

Local Regression and Likelihood by Catherine Loader

Separation of signal from noise is the most fundamental problem in data analysis, and arises in many fields, for example, signal processing, econometrics, acturial science, and geostatistics. This book introduces the local regression method in univariate and multivariate settings, and extensions to local likelihood and density estimation. Basic theoretical results and diagnostic tools such as cross validation are introduced along the way. Examples illustrate the implementation of the methods using the LOCFIT software.
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ISBN 13
Title Local Regression and Likelihood
Author Catherine Loader
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Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.

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