Expectation-maximization algorithm for amplitude estimation of saturated optical transient signals

This paper addresses parameter estimation for an optical transient signal when the received data has been right-censored. We develop an expectation-maximization (EM) algorithm to estimate the amplitude of a Poisson intensity with a known shape in the presence of additive background counts, where the...

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Vydáno v:Journal of the Optical Society of America. A, Optics, image science, and vision Ročník 35; číslo 7; s. 1228
Hlavní autoři: Kagie, Matthew J, Lanterman, Aaron D
Médium: Journal Article
Jazyk:angličtina
Vydáno: United States 01.07.2018
ISSN:1520-8532, 1520-8532
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Shrnutí:This paper addresses parameter estimation for an optical transient signal when the received data has been right-censored. We develop an expectation-maximization (EM) algorithm to estimate the amplitude of a Poisson intensity with a known shape in the presence of additive background counts, where the measurements are subject to saturation effects. We compare the results of our algorithm with those of an EM algorithm that is unaware of the censoring.
Bibliografie:ObjectType-Article-1
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ISSN:1520-8532
1520-8532
DOI:10.1364/JOSAA.35.001228