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E-book
Author Pizzinga, Adrian.

Title Restricted Kalman filtering : theory, methods, and application / Adrian Pizzinga
Published New York, NY : Springer, ©2012

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Description 1 online resource (xi, 57 pages) : illustrations
illustration
Series SpringerBriefs in statistics, 2191-544X ; 12
SpringerBriefs in statistics ; 12.
Contents Linear State Space Models and Kalman Filtering -- Restricted Kalman Filtering: Theoretical Issues -- Restricted Kalman Filtering: Methodological Issues -- Applications -- Further Extensions
Summary "In statistics, the Kalman filter is a mathematical method whose purpose is to use a series of measurements observed over time, containing random variations and other inaccuracies, and produce estimates that tend to be closer to the true unknown values than those that would be based on a single measurement alone. This Brief offers developments on Kalman filtering subject to general linear constraints. There are essentially three types of contributions: new proofs for results already established; new results within the subject; and applications in investment analysis and macroeconomics, where the proposed methods are illustrated and evaluated. The Brief has a short chapter on linear state space models and the Kalman filter, aiming to make the book self-contained and to give a quick reference to the reader (notation and terminology). The prerequisites would be a contact with time series analysis in the level of Hamilton (1994) or Brockwell & Davis (2002) and also with linear state models and the Kalman filter--each of these books has a chapter entirely dedicated to the subject. The book is intended for graduate students, researchers and practitioners in statistics (specifically: time series analysis and econometrics)."--Publisher's website
Bibliography Includes bibliographical references
Notes Original print version
Subject Kalman filtering.
Mathematics.
Economics.
Statistics.
Mathematics
Economics
economics.
statistics.
MATHEMATICS -- Calculus.
MATHEMATICS -- Mathematical Analysis.
Matemáticas
Economía
Estadística
Kalman, Filtrado de
Mathematics
Economics
Kalman filtering
Genre/Form Statistics
Statistics.
Statistiques.
Form Electronic book
ISBN 9781461447382
1461447380