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Deconvolution with partially known kernel of nonnegative signals
Authors:F Barone  C Rossi
Affiliation:(1) Istituto per le Applicazioni del Calcolo ldquoM. Picone,rdquo, C.N.R., Viale del Policlinico 137, 00161 Roma, Italy;(2) Dipartimento di Matematica, Università di Roma ldquoTor Vergata,rdquo, Via O. Raimondo, 00173 Roma, Italy
Abstract:This paper extends the Bayesian direct deconvolution method to the case in which the convolution kernel depends on few unknown nuisance parameters. Moreover, an acceleration procedure is proposed that drastically reduces the computational burden. Finally, the implementation of the method by means of the fast Fourier transform is fully discussed in the multidimensional case.
Keywords:EM algorithm  fast convolution  cytofluorimetry
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