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All of Nonparametric Statistics

All of Nonparametric Statistics

Autorzy
Wydawnictwo Springer, Berlin
Data wydania
Liczba stron 270
Forma publikacji książka w twardej oprawie
Język angielski
ISBN 9780387251455
Kategorie Prawdopodobieństwo i statystyka
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Opis książki

This text provides the reader with a single book where they can find accounts of a number of up-to-date issues in nonparametric inference. The book is aimed at Masters or PhD level students in statistics, computer science, and engineering. It is also suitable for researchers who want to get up to speed quickly on modern nonparametric methods. It covers a wide range of topics including the bootstrap, the nonparametric delta method, nonparametric regression, density estimation, orthogonal function methods, minimax estimation, nonparametric confidence sets, and wavelets. The book's dual approach includes a mixture of methodology and theory.

All of Nonparametric Statistics

Spis treści

Estimating the CDF and Statistical Functionals.- The Bootstrap and the Jackknife.- Smoothing: General Concepts.- Nonparametric Regression.- Density Estimation.- Normal Means and Minimax Theory.- Nonparametric Inference Using Orthogonal Functions.- Wavelets and Other Adaptive Methods.- Other Topics.

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