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Nonparametric Statistics for Stochastic Processes

Name: Nonparametric Statistics for Stochastic Processes
Brand: Springer-Verlag New York Inc.
SKU: 01385548
Price: 150.19 EUR
Availability: InStock
Author: D. Bosq
ISBN: 9780387985909

Estimation and Prediction

D. Bosq

Language

English

Book Paperback

Libristo code: 01385548

Publishers Springer-Verlag New York Inc., August 1998

This book is devoted to the theory and applications of nonparametic functional estimation and predic... Full description

Libristo code: 01385548

368 b

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This book is devoted to the theory and applications of nonparametic functional estimation and prediction. Chapter 1 provides an overview of inequalities and limit theorems for strong mixing processes. Density and regression estimation in discrete time are studied in Chapter 2 and 3. The special rates of convergence which appear in continuous time are presented in Chapters 4 and 5. This second edition is extensively revised and it contains two new chapters. Chapter 6 discusses the surprising local time density estimator. Chapter 7 gives a detailed account of implementation of nonparametric method and practical examples in economics, finance and physics. Comarison with ARMA and ARCH methods shows the efficiency of nonparametric forecasting. The prerequisite is a knowledge of classical probability theory and statistics.