Computation of Csiszár's mutual Information of order α
Csiszar introduced the mutual information of order alpha in [1] as a parameterized version of Shannon's mutual information. It involves a minimization over the probability space, and it cannot be computed in closed form. An alternating minimization algorithm for its computation is presented in...
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Format: | Tagungsbericht |
Sprache: | eng |
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Zusammenfassung: | Csiszar introduced the mutual information of order alpha in [1] as a parameterized version of Shannon's mutual information. It involves a minimization over the probability space, and it cannot be computed in closed form. An alternating minimization algorithm for its computation is presented in this paper, along with a proof of its convergence. Furthermore, it is proved that the algorithm is an instance of the Csiszar-Tusnady iterative minimization procedure [2]. |
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ISSN: | 2157-8095 2157-8117 |
DOI: | 10.1109/ISIT.2008.4595361 |