Lossy Quantum Source Coding with a Global Error Criterion based on a
Posterior Reference Map
- URL: http://arxiv.org/abs/2302.00625v1
- Date: Wed, 1 Feb 2023 17:44:40 GMT
- Title: Lossy Quantum Source Coding with a Global Error Criterion based on a
Posterior Reference Map
- Authors: Touheed Anwar Atif and Mohammad Aamir Sohail and S. Sandeep Pradhan
- Abstract summary: We consider the lossy quantum source coding problem where the task is to compress a given quantum source below its von Neumann entropy.
Inspired by the duality connections between the rate-distortion and channel coding problems in the classical setting, we propose a new formulation for the problem.
- Score: 7.646713951724011
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We consider the lossy quantum source coding problem where the task is to
compress a given quantum source below its von Neumann entropy. Inspired by the
duality connections between the rate-distortion and channel coding problems in
the classical setting, we propose a new formulation for the lossy quantum
source coding problem. This formulation differs from the existing quantum
rate-distortion theory in two aspects. Firstly, we require that the
reconstruction of the compressed quantum source fulfill a global error
constraint as opposed to the sample-wise local error criterion used in the
standard rate-distortion setting. Secondly, instead of a distortion observable,
we employ the notion of a backward quantum channel, which we refer to as a
"posterior reference map", to measure the reconstruction error. Using these, we
characterize the asymptotic performance limit of the lossy quantum source
coding problem in terms of single-letter coherent information of the given
posterior reference map. We demonstrate a protocol to encode (at the specified
rate) and decode, with the reconstruction satisfying the provided global error
criterion, and therefore achieving the asymptotic performance limit. The
protocol is constructed by decomposing coherent information as a difference of
two Holevo information quantities, inspired from prior works in quantum
communication problems. To further support the findings, we develop analogous
formulations for the quantum-classical and classical variants and express the
asymptotic performance limit in terms of single-letter mutual information
quantities with respect to appropriately defined channels analogous to
posterior reference maps. We also provide various examples for the three
formulations, and shed light on their connection to the standard
rate-distortion formulation wherever possible.
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