Nonlinear Time Series: Nonparametric and Parametric Methods

Jianqing Fan

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Language: English

Published by Springer-Verlag New York Inc., 2005

0387261427 / 9780387261423

Series: Book 64 of 160 - Springer Series in Statistics

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Amongmanyexcitingdevelopmentsinstatisticsoverthelasttwodecades, nonlineartimeseriesanddata-analyticnonparametricmethodshavegreatly advanced along seemingly unrelated paths. In spite of the fact that the - plication of nonparametric techniques in time series can be traced back to the 1940s at least, there still exists healthy and justi?ed skepticism about the capability of nonparametric methods in time series analysis. As - thusiastic explorers of the modern nonparametric toolkit, we feel obliged to assemble together in one place the newly developed relevant techniques. Theaimofthisbookistoadvocatethosemodernnonparametrictechniques that have proven useful for analyzing real time series data, and to provoke further research in both methodology and theory for nonparametric time series analysis. Modern computers and the information age bring us opportunities with challenges. Technological inventions have led to the explosion in data c- lection (e.g., daily grocery sales, stock market trading, microarray data). The Internet makes big data warehouses readily accessible. Although cl- sic parametric models, which postulate global structures for underlying systems, are still very useful, large data sets prompt the search for more re?nedstructures,whichleadstobetterunderstandingandapproximations of the real world. Beyond postulated parametric models, there are in?nite other possibilities. Nonparametric techniques provide useful exploratory tools for this venture, including the suggestion of new parametric models and the validation of existing ones.…

Seller Inventory # CIN0387261427VG

Title
Nonlinear Time Series: Nonparametric and Parametric Methods
Author
Jianqing Fan
Publisher
Springer-Verlag New York Inc.
Publication year
2005
Condition
Very Good
Binding
Paperback
Language
English
ISBN 10
0387261427
ISBN 13
9780387261423
Edition
2nd Edition
Series
Book 64 of 160: Springer Series in Statistics

World of Books Inc

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