This paper deals with trend estimation at the boundaries of a time se-ries by means of smoothing methods. After deriving the asymptotic properties ofsequences of matrices associated with linear smoothers, two classes of asymmet-ric filters that approximate a given symmetric estimator are introduced: the reflec-tive filters (RF) and antireflective filters (AF). The associated smoothing matrices,though non-symmetric, have analytically known spectral decomposition. The paperanalyses the properties of the new filters and considers RF and AF algebras for ap-proximating the eigensystems of time series smoothing matrices. A strategy for aspectral filter design is also discussed.

Spectral filtering for trend estimation

DONATELLI, MARCO;MARTINELLI, ANDREA
2012-01-01

Abstract

This paper deals with trend estimation at the boundaries of a time se-ries by means of smoothing methods. After deriving the asymptotic properties ofsequences of matrices associated with linear smoothers, two classes of asymmet-ric filters that approximate a given symmetric estimator are introduced: the reflec-tive filters (RF) and antireflective filters (AF). The associated smoothing matrices,though non-symmetric, have analytically known spectral decomposition. The paperanalyses the properties of the new filters and considers RF and AF algebras for ap-proximating the eigensystems of time series smoothing matrices. A strategy for aspectral filter design is also discussed.
2012
Proceedings of the XLVI Scientific Meeting of Società Italiana di statistica
9788861298828
46TH SCIENTIFIC MEETING OF THE ITALIAN STATISTICAL SOCIETY
Roma
20-22 Giugno 2012
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11383/1784516
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