DocumentCode
3118662
Title
Relative Entropy and Moment Problems
Author
Georgiou, Tryphon T.
Author_Institution
Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, MN 55455; tryphon@ece.umn.edu
fYear
2005
fDate
12-15 Dec. 2005
Firstpage
4397
Lastpage
4403
Abstract
We consider the von Neumann entropy I(ρ:=-trace(ρlogρ) and the Kullback-Leibler-Umegaki distance S(ρ∥σ):=trace(ρlogρ-ρlogσ) as regularizing functionals in seeking solutions to multi-variable and multi-dimensional moment problems. We show how to obtain extrema for such functionals via a suitable homotopy and how to characterize all the solutions to moment problems. The range of possible applications includes the inverse problem of describing power spectra which are consistent with second-order statistics, measurement in classical thermodynamics as well as a quantum mechanics, as well as analytic interpolation encountered in modern robust control (cf.[6], [14], [15], [16], [17]).
Keywords
Entropy; Inverse problems; Mechanical variables measurement; Polarization; Power measurement; Probability distribution; Sensor arrays; Sensor phenomena and characterization; Statistical analysis; Thermodynamics;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN
0-7803-9567-0
Type
conf
DOI
10.1109/CDC.2005.1582854
Filename
1582854
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