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Greedy-Merge Degrading has Optimal Power-Law

2017/01/09 by Assaf Kartowsky, Kartowsky, Assaf, Ido Tal +1
Computer Science · Mathematics · #FOS: Computer and information sciences #Information Theory (cs.IT) #cs.IT #math.IT

paper · pdf · doi:10.48550/arxiv.1701.02119

5 pages, submitted to ISIT 2017

arxiv created 2017/05/06 · arxiv updated 2017/05/09

Abstract

Consider a channel with a given input distribution. Our aim is to degrade it to a channel with at most L output letters. One such degradation method is the so called "greedy-merge" algorithm. We derive an upper bound on the reduction in mutual information between input and output. For fixed input alphabet size and variable L, the upper bound is within a constant factor of an algorithm-independent lower bound. Thus, we establish that greedy-merge is optimal in the power-law sense.

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