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Introduction to Time Series and Forecasting

Author: Peter J Brockwell; Richard A Davis
Publisher: Cham : Springer International Publishing : Imprint : Springer, 2016.
Series: Springer texts in statistics
Edition/Format:   eBook : Document : English : 3rd ed. 2016View all editions and formats
Publication:Springer eBooks
Summary:
This book is aimed at the reader who wishes to gain a working knowledge of time series and forecasting methods as applied to economics, engineering and the natural and social sciences. It assumes knowledge only of basic calculus, matrix algebra and elementary statistics. This third edition contains detailed instructions for the use of the professional version of the Windows-based computer package ITSM2000, now  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Printed edition:
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Peter J Brockwell; Richard A Davis
ISBN: 9783319298542 3319298542 9783319298528 3319298526
OCLC Number: 959934731
Description: 1 online resource (XIV, 425 pages 118 illustrations, 4 illustrations in color.) : online resource
Contents: Introduction --
Stationary Processes --
ARMA Models --
Spectral Analysis --
Modeling and Forecasting with ARMA Processes --
Nonstationary and Seasonal Time Series Models --
Time Series Models for Financial Data --
Multivariate Time Series --
State-Space Models --
Forecasting Techniques --
Further Topics --
Appendix A: Random Variables and Probability Distributions --
Appendix B: Statistical Complements --
Appendix C: Mean Square Convergence --
Appendix D: Lévy Processes, Brownian Motion and Itô Calculus --
Appendix E: An ITSM Tutorial --
References --
Index.
Series Title: Springer texts in statistics
Responsibility: by Peter J. Brockwell, Richard A. Davis.

Abstract:

This book is aimed at the reader who wishes to gain a working knowledge of time series and forecasting methods as applied to economics, engineering and the natural and social sciences.  Read more...

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"This is a very well-written textbook aimed at a wide audience of readers interested in time series methodologies and their applications to various fields." (Wilfredo Palma, Mathematical Reviews Read more...

 
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Brockwell<\/span>\n\u00A0\u00A0\u00A0\nschema:author<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/2867413747#Person\/davis_richard_a<\/a>> ; # Richard A. Davis<\/span>\n\u00A0\u00A0\u00A0\nschema:bookEdition<\/a> \"3rd ed. 2016.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:bookFormat<\/a> schema:EBook<\/a> ;\u00A0\u00A0\u00A0\nschema:datePublished<\/a> \"2016<\/span>\" ;\u00A0\u00A0\u00A0\nschema:description<\/a> \"This book is aimed at the reader who wishes to gain a working knowledge of time series and forecasting methods as applied to economics, engineering and the natural and social sciences. It assumes knowledge only of basic calculus, matrix algebra and elementary statistics. This third edition contains detailed instructions for the use of the professional version of the Windows-based computer package ITSM2000, now available as a free download from the Springer Extras website. The logic and tools of time series model-building are developed in detail. Numerous exercises are included and the software can be used to analyze and forecast data sets of the user\'s own choosing. The book can also be used in conjunction with other time series packages such as those included in R. The programs in ITSM2000 however are menu-driven and can be used with minimal investment of time in the computational details. The core of the book covers stationary processes, ARMA and ARIMA processes, multivariate time series and state-space models, with an optional chapter on spectral analysis. Many additional special topics are also covered. New to this edition: A chapter devoted to Financial Time Series Introductions to Brownian motion, L\u00E9vy processes and It\u00F4 calculus An expanded section on continuous-time ARMA processes Peter J. Brockwell and Richard A. Davis are Fellows of the American Statistical Association and the Institute of Mathematical Statistics and elected members of the International Statistics Institute. Richard A. Davis is the current President of the Institute of Mathematical Statistics and, with W.T.M. Dunsmuir, winner of the Koopmans Prize. Professors Brockwell and Davis are coauthors of the widely used advanced text, Time Series: Theory and Methods, Second Edition (Springer-Verlag, 1991). 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