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A Dual Formula for the Noncommutative Transport Distance
1Institute of Science and Technology Austria (ISTA), Am Campus 1, 3400 Klosterneuburg, Austria.
This study explores the noncommutative transport distance and its entropic regularization. We establish a quantum duality formula, extending the Benamou-Brenier formulation for Wasserstein distance using Hamilton-Jacobi-Bellmann equations.
Area of Science:
- Mathematical Physics
- Optimal Transport Theory
- Noncommutative Geometry
Background:
- The Carlen-Maas noncommutative transport distance provides a framework for measuring distances in noncommutative spaces.
- The Becker-Li entropic regularization offers a smoothed version of this distance, crucial for computational and analytical tractability.
- Wasserstein distances are fundamental in optimal transport, with dual formulations offering powerful analytical tools.
Purpose of the Study:
- To investigate the properties of the noncommutative transport distance and its entropic regularization.
- To establish a novel duality formula for the entropic regularization of the noncommutative transport distance.
- To connect this new formula to existing concepts in optimal transport and Hamilton-Jacobi-Bellmann equations.
Main Methods:
- Utilizing techniques from optimal transport theory.
- Applying concepts from functional analysis and partial differential equations.
- Developing a novel duality approach based on subsolutions of Hamilton-Jacobi-Bellmann equations.
Main Results:
- A new duality formula for the entropic regularization of the noncommutative transport distance is derived.
- This formula is shown to be a quantum analogue of the dual Benamou-Brenier formulation of the Wasserstein distance.
- The formula is expressed in terms of subsolutions to a relevant Hamilton-Jacobi-Bellmann equation.
Conclusions:
- The derived duality formula offers a new perspective on noncommutative optimal transport.
- This work bridges concepts from noncommutative geometry, optimal transport, and viscosity solutions.
- The findings have potential implications for quantum information theory and mathematical physics.
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