Data-Driven Estimation of Capacity Upper Bounds

نویسندگان

چکیده

We consider the problem of estimating an upper bound on capacity a memoryless channel with unknown law and continuous output alphabet. A novel data-driven algorithm is proposed that exploits dual representation where maximization over input distribution replaced minimization reference output. To efficiently compute required divergence between conditional distribution, we use modified mutual information neural estimator takes as additional parameter. numerically evaluate our approach different channels show empirically estimated bounds closely converge either to or best-known lower bounds.

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ژورنال

عنوان ژورنال: IEEE Communications Letters

سال: 2022

ISSN: ['1558-2558', '1089-7798', '2373-7891']

DOI: https://doi.org/10.1109/lcomm.2022.3207385