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Mathematics Nonparametric Statistics for Stochastic Processes: Estimation and Prediction (Lecture Notes in Statistics)

Posted on 2010-04-12




Name:Mathematics Nonparametric Statistics for Stochastic Processes: Estimation and Prediction (Lecture Notes in Statistics)
ASIN/ISBN:0387985905
Language:English
File size:7 Mb
ISBN: 0387985905
Publish Date: 1998-08-13
File Type: PDF
Pages: 232 pages
File Size: 7 Mb
Other Info: Springer
   Mathematics Nonparametric Statistics for Stochastic Processes: Estimation and Prediction (Lecture Notes in Statistics)



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Nonparametric Statistics for Stochastic Processes: Estimation and Prediction (Lecture Notes in Statistics)

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.

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