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An iterative deautoconvolution algorithm for nonnegative functions
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Citations
24
References
2005
Year
Mathematical ProgrammingNumerical AnalysisDeautoconvolution AlgorithmObserved AutoconvolutionInverse ProblemEngineeringContinuous OptimizationVariational AnalysisIterative Deautoconvolution AlgorithmSignal ReconstructionInverse ProblemsComputer ScienceDeconvolutionImage RestorationRegularization (Mathematics)Approximation TheorySignal Processing
This paper considers the inverse problem of recovering a nonnegative function from its autoconvolution. We propose an algorithm that solves the problem by minimizing Csiszár's I-divergence between the observed autoconvolution and an estimated autoconvolution. We call it a deautoconvolution algorithm. Various properties of the algorithm are discussed and proven. The effectiveness of the algorithm is illustrated via numerical experiments.
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