Abstract/Details

Some limit theorems for Szegö polynomials


2001 2001

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Abstract (summary)

We investigate a variety of convergence phenomena for measures on the unit circle associated with certain discrete time stationary stochastic processes, and for the class of Szegö polynomials orthogonal with respect to such measures.

Szegö polynomials, which form the basis of autoregressive (AR) methods in spectral analysis, are not uniquely defined when the degree is less than the number of points on which the spectral measure is supported; that is, when the spectral measure corresponds to a sum of complex sinusoids, the number of which is less than the degree. We consider the asymptotic behavior of Szegö polynomials of fixed degree for certain sequences of measures which converge weakly to such a sum of point masses.

The sequence of measures can be formed in various ways, one of which is by convolving point mass sums with approximate identities, or kernels. In signal processing applications, this corresponds to “windowing” a signal composed of complex sinusoids. The Poisson and Fejër kernels are considered. Another way to form the measures is to add an absolutely continuous measure to a sum of point masses, thus obtaining a spectral measure for sinusoids with additive noise, where the noise coloration is described by the density of the absolutely continuous part. We characterize a limit polynomial for several different classes of sequences of measures. Some special cases are used to interpret research done by others in the field.

Situations where the polynomial degree approaches infinity are considered for fixed measures with a rational spectral density. These measures are the spectral measures for autoregressive moving average (ARMA) random processes. We study the asymptotic behaviors of the reflection coefficients, or constant terms, of the polynomials, and the zero-distribution measures, which consist of point masses at each of the polynomial zeros. These analyses help describe the behavior of the “non-signal” zeros observed in some signal processing situations.

Indexing (details)


Subject
Mathematics;
Electrical engineering
Classification
0405: Mathematics
0544: Electrical engineering
Identifier / keyword
Applied sciences; Pure sciences; Limit theorems; Orthogonal polynomials; Szego polynomials
Title
Some limit theorems for Szegö polynomials
Author
Arciero, Michael Joseph
Number of pages
70
Publication year
2001
Degree date
2001
School code
0186
Source
DAI-B 62/09, Dissertation Abstracts International
Place of publication
Ann Arbor
Country of publication
United States
ISBN
0493370625, 9780493370620
Advisor
Pakula, Lewis
University/institution
University of Rhode Island
University location
United States -- Rhode Island
Degree
Ph.D.
Source type
Dissertations & Theses
Language
English
Document type
Dissertation/Thesis
Dissertation/thesis number
3025528
ProQuest document ID
276253135
Copyright
Database copyright ProQuest LLC; ProQuest does not claim copyright in the individual underlying works.
Document URL
http://search.proquest.com/docview/276253135
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