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Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †

Based on Arimoto’s work in 1972, we propose an iterative algorithm for computing the capacity of a discrete memoryless classical-quantum channel with a finite input alphabet and a finite dimensional output, which we call the Blahut–Arimoto algorithm for classical-quantum channel, and an input cost c...

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Detalles Bibliográficos
Autores principales: Li, Haobo, Cai, Ning
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516652/
https://www.ncbi.nlm.nih.gov/pubmed/33285996
http://dx.doi.org/10.3390/e22020222
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author Li, Haobo
Cai, Ning
author_facet Li, Haobo
Cai, Ning
author_sort Li, Haobo
collection PubMed
description Based on Arimoto’s work in 1972, we propose an iterative algorithm for computing the capacity of a discrete memoryless classical-quantum channel with a finite input alphabet and a finite dimensional output, which we call the Blahut–Arimoto algorithm for classical-quantum channel, and an input cost constraint is considered. We show that, to reach [Formula: see text] accuracy, the iteration complexity of the algorithm is upper bounded by [Formula: see text] where n is the size of the input alphabet. In particular, when the output state [Formula: see text] is linearly independent in complex matrix space, the algorithm has a geometric convergence. We also show that the algorithm reaches an [Formula: see text] accurate solution with a complexity of [Formula: see text] , and [Formula: see text] in the special case, where m is the output dimension, [Formula: see text] is the relative entropy of two distributions, and [Formula: see text] is a positive number. Numerical experiments were performed and an approximate solution for the binary two-dimensional case was analysed.
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spelling pubmed-75166522020-11-09 Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis † Li, Haobo Cai, Ning Entropy (Basel) Article Based on Arimoto’s work in 1972, we propose an iterative algorithm for computing the capacity of a discrete memoryless classical-quantum channel with a finite input alphabet and a finite dimensional output, which we call the Blahut–Arimoto algorithm for classical-quantum channel, and an input cost constraint is considered. We show that, to reach [Formula: see text] accuracy, the iteration complexity of the algorithm is upper bounded by [Formula: see text] where n is the size of the input alphabet. In particular, when the output state [Formula: see text] is linearly independent in complex matrix space, the algorithm has a geometric convergence. We also show that the algorithm reaches an [Formula: see text] accurate solution with a complexity of [Formula: see text] , and [Formula: see text] in the special case, where m is the output dimension, [Formula: see text] is the relative entropy of two distributions, and [Formula: see text] is a positive number. Numerical experiments were performed and an approximate solution for the binary two-dimensional case was analysed. MDPI 2020-02-16 /pmc/articles/PMC7516652/ /pubmed/33285996 http://dx.doi.org/10.3390/e22020222 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Haobo
Cai, Ning
Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †
title Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †
title_full Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †
title_fullStr Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †
title_full_unstemmed Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †
title_short Computing Classical-Quantum Channel Capacity Using Blahut–Arimoto Type Algorithm: A Theoretical and Numerical Analysis †
title_sort computing classical-quantum channel capacity using blahut–arimoto type algorithm: a theoretical and numerical analysis †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516652/
https://www.ncbi.nlm.nih.gov/pubmed/33285996
http://dx.doi.org/10.3390/e22020222
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