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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Hauptverfasser: Karakos, D., Khudanpur, S., Priebe, C.E.
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].
ISSN:2157-8095
2157-8117
DOI:10.1109/ISIT.2008.4595361