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Spectral filtering for trend estimation

Articolo
Data di Pubblicazione:
2015
Abstract:
This paper deals with trend estimation at the boundaries of a time series by means of smoothing methods. After deriving the asymptotic properties of sequences of matrices associated with linear smoothers, two classes of asym- metric filters that approximate a given symmetric estimator are introduced: the reflective filters and antireflective filters. The associated smoothing ma- trices, though non-symmetric, have analytically known spectral decompo- sition. The paper analyses the properties of the new filters and considers reflective and antireflective algebras for approximating the eigensystems of time series smoothing matrices. Based on this, a thresholding strategy for a spectral filter design is discussed.
Tipologia CRIS:
Articolo su Rivista
Keywords:
Asymmetric filters; Current analysis; Filter design; Matrix algebras; Smoothing; Algebra and Number Theory; Discrete Mathematics and Combinatorics; Geometry and Topology; Numerical Analysis
Elenco autori:
Donatelli, Marco; Luati, Alessandra; Martinelli, Andrea
Autori di Ateneo:
DONATELLI MARCO
MARTINELLI ANDREA
Link alla scheda completa:
https://irinsubria.uninsubria.it/handle/11383/2022633
Pubblicato in:
LINEAR ALGEBRA AND ITS APPLICATIONS
Journal
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