Parametric Bootstrap for Linear Regression with Long-memory Errors : An Improvement to the Traditional Delta Method Approach

Language: English

Published by LAP LAMBERT Academic Publishing, 2010

3838340612 / 9783838340616

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nach der Bestellung gedruckt Neuware - Printed after ordering - Invented in 1979 by Bradley Efron, the relatively new topic of bootstrap approximation technique is becoming one of the most efficient and fast expanding methods of statistical analysis, used not only by statisticians, but also by other researchers in economics, finance, medical sciences, life sciences, social sciences, and business. However, the current application of bootstrap is largely focused on independent and identically distributed (iid) data and to a lesser extent on weakly dependent data structures. Very little attempt is done to analyze the performance of bootstrap to strongly dependent (long-memory) processes. This work aims at laying the mathematical foundation for the application of parametric bootstrap to regression processes whose disturbance terms are strongly dependent. It is shown that, under some sets of conditions on the regression coefficients, the spectral density function, and the parameter values, the parametric bootstrap based on the plug-in log-likelihood (PLL) function of linear regression processes with Gaussian, stationary, and long-memory errors, provides higher-order improvements over the traditional delta method.

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Title
Parametric Bootstrap for Linear Regression with Long-memory Errors : An Improvement to the Traditional Delta Method Approach
Author
Mosisa Aga
Publisher
LAP LAMBERT Academic Publishing
Publication year
2010
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3838340612
ISBN 13
9783838340616
Item weight
113 grams
Dimensions
220x150x5 mm

AHA-BUCH GmbH

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AbeBooks seller since August 14, 2006

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