Multivariate prediction, de Branges spaces, and related extension and inverse problems /
"This monograph deals primarily with the prediction of vector valued stochastic processes that are either weakly stationary, or have weakly stationary increments, from finite segments of their past. The main focus is on the analytic counterpart of these problems, which amounts to computing proj...
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Main Authors: | |
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Group Author: | |
Published: |
Birkhäuser,
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Publisher Address: | Cham, Switzerland : |
Publication Dates: | [2018] |
Literature type: | Book |
Language: | English |
Series: |
Operator theory, advances and applications ; volume 266. 0255-0156 |
Subjects: | |
Summary: |
"This monograph deals primarily with the prediction of vector valued stochastic processes that are either weakly stationary, or have weakly stationary increments, from finite segments of their past. The main focus is on the analytic counterpart of these problems, which amounts to computing projections onto subspaces of a Hilbert space of p x 1 vector valued functions with an inner product that is defined in terms of the p x p matrix valued spectral density of the process. The strategy is to identify these subspaces as vector valued de Branges spaces and then to express projections in terms of the reproducing kernels of these spaces and/or in terms of a generalized Fourier transform that is obtained from the solution of an associated inverse spectral problem. Subsequently, the projection of the past onto the future and the future onto the past is interpreted in terms of the range of appropriately defined Hankel operators and their adjoints, and, in the last chapter, assorted computations are carried out for rational spectral densities. The underlying mathematics needed to tackle this class of problems is developed in careful detail, but, to ease the reading, an attempt is made to avoid excessive generality. En route a number of results that, to the best of our knowledge, were only known for p = 1 are generalized to the case p> 1." |
Carrier Form: | xiv, 405 pages ; 24 cm. |
Bibliography: | Includes bibliographical references (pages 385-397) and index. |
ISBN: |
9783319702612 3319702610 |
Index Number: | QA278 |
CLC: |
O211.67 O212.4 |
Call Number: | O212.4/A771 |
Contents: | Analytic Preliminaries -- The de Branges Spaces B(E) and H(A) -- Three Extension Problems -- Spectral Functions for Completely Indeterminate Problems -- Inverse Spectral Problems -- Generalizations -- Extensions and Inverse Problems under Real and Symmetric Constraints -- Realizations via Conservative and Passive Systems -- Rational Spectral Densities. |