Quantum R\'enyi divergences and the strong converse exponent of state
discrimination in operator algebras
- URL: http://arxiv.org/abs/2110.07320v2
- Date: Sun, 15 Jan 2023 01:31:34 GMT
- Title: Quantum R\'enyi divergences and the strong converse exponent of state
discrimination in operator algebras
- Authors: Fumio Hiai and Mil\'an Mosonyi
- Abstract summary: The sandwiched R'enyi divergences of two finite-dimensional quantum states play a distinguished role among the many quantum versions of R'enyi divergences.
We show the same for the sandwiched R'enyi divergences of two normal states on an injective von Neumann algebra.
We also initiate the study of the sandwiched R'enyi divergences of pairs of states on a $C*$-algebra.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: The sandwiched R\'enyi $\alpha$-divergences of two finite-dimensional quantum
states play a distinguished role among the many quantum versions of R\'enyi
divergences as the tight quantifiers of the trade-off between the two error
probabilities in the strong converse domain of state discrimination. In this
paper we show the same for the sandwiched R\'enyi divergences of two normal
states on an injective von Neumann algebra, thereby establishing the
operational significance of these quantities. Moreover, we show that in this
setting, again similarly to the finite-dimensional case, the sandwiched R\'enyi
divergences coincide with the regularized measured R\'enyi divergences, another
distinctive feature of the former quantities. Our main tool is an approximation
theorem (martingale convergence) for the sandwiched R\'enyi divergences, which
may be used for the extension of various further results from the
finite-dimensional to the von Neumann algebra setting.
We also initiate the study of the sandwiched R\'enyi divergences of pairs of
states on a $C^*$-algebra, and show that the above operational interpretation,
as well as the equality to the regularized measured R\'enyi divergence, holds
more generally for pairs of states on a nuclear $C^*$-algebra.
Related papers
- Domain Adaptation with Cauchy-Schwarz Divergence [39.36943882475589]
We introduce Cauchy-Schwarz divergence to the problem of unsupervised domain adaptation (UDA)
The CS divergence offers a theoretically tighter generalization error bound than the popular Kullback-Leibler divergence.
We show how the CS divergence can be conveniently used in both distance metric- or adversarial training-based UDA frameworks.
arXiv Detail & Related papers (2024-05-30T12:01:12Z) - Quantum Rényi and $f$-divergences from integral representations [11.74020933567308]
Smooth Csisz'ar $f$-divergences can be expressed as integrals over so-called hockey stick divergences.
We find that the R'enyi divergences defined via our new quantum $f$-divergences are not additive in general.
We derive various inequalities, including new reverse Pinsker inequalities with applications in differential privacy.
arXiv Detail & Related papers (2023-06-21T15:39:38Z) - Function-space regularized R\'enyi divergences [6.221019624345409]
We propose a new family of regularized R'enyi divergences parametrized by a variational function space.
We prove several properties of these new divergences, showing that they interpolate between the classical R'enyi divergences and IPMs.
We show that the proposed regularized R'enyi divergences inherit features from IPMs such as the ability to compare distributions that are not absolutely continuous.
arXiv Detail & Related papers (2022-10-10T19:18:04Z) - Operational Interpretation of the Sandwiched Rényi Divergence of Order 1/2 to 1 as Strong Converse Exponents [5.8303977553652]
We provide the sandwiched R'enyi divergence of order $alphain(frac12,1)$, as well as its induced quantum information quantities.
Specifically, we consider (a) smoothing of the max-relative entropy, (b) quantum privacy amplification, and (c) quantum information decoupling.
Results are given in terms of the sandwiched R'enyi divergence of order $alphain(frac12,1)$, and its induced quantum R'enyi conditional entropy and quantum R'enyi mutual information
arXiv Detail & Related papers (2022-09-01T15:57:10Z) - A new similarity measure for covariate shift with applications to
nonparametric regression [43.457497490211985]
We introduce a new measure of distribution mismatch based on the integrated ratio of probabilities of balls at a given radius.
In comparison to the recently proposed notion of transfer exponent, this measure leads to a sharper rate of convergence.
arXiv Detail & Related papers (2022-02-06T19:14:50Z) - Cycle Consistent Probability Divergences Across Different Spaces [38.43511529063335]
Discrepancy measures between probability distributions are at the core of statistical inference and machine learning.
This work proposes a novel unbalanced Monge optimal transport formulation for matching, up to isometries, distributions on different spaces.
arXiv Detail & Related papers (2021-11-22T16:35:58Z) - The strong converse exponent of discriminating infinite-dimensional
quantum states [0.0]
We show that the sandwiched R'enyi divergences of finite-dimensional density operators quantify their distinguishability in the strong converse domain.
We also initiate the study of the sandwiched R'enyi divergences, and the related problem of the strong converse exponent.
arXiv Detail & Related papers (2021-07-16T17:57:28Z) - R\'enyi divergence inequalities via interpolation, with applications to
generalised entropic uncertainty relations [91.3755431537592]
We investigate quantum R'enyi entropic quantities, specifically those derived from'sandwiched' divergence.
We present R'enyi mutual information decomposition rules, a new approach to the R'enyi conditional entropy tripartite chain rules and a more general bipartite comparison.
arXiv Detail & Related papers (2021-06-19T04:06:23Z) - Monotonic multi-state quantum $f$-divergences [0.0]
We write down a class of multi-state quantum $f$-divergences and prove that they satisfy the data processing inequality.
For two states, this class includes the $(alpha,z)$-R'enyi divergences, the $f$-divergences of Petz, and the measures in citematsumoto2015new as special cases.
We conjecture that these multi-state R'enyi divergences have operational interpretations in terms of the optimal error probabilities in asymmetric multi-state quantum state discrimination.
arXiv Detail & Related papers (2021-03-17T20:10:04Z) - Sequential Estimation of Convex Divergences using Reverse Submartingales
and Exchangeable Filtrations [31.088836418378534]
We present a unified technique for sequential estimation of convex divergences between distributions.
The technical underpinnings of our approach lie in the observation that empirical convex divergences are (partially ordered) reverse submartingales.
These techniques appear to be powerful additions to the existing literature on both confidence sequences and convex divergences.
arXiv Detail & Related papers (2021-03-16T18:22:14Z) - Joint measurability meets Birkhoff-von Neumann's theorem [77.34726150561087]
We prove that joint measurability arises as a mathematical feature of DNTs in this context, needed to establish a characterisation similar to Birkhoff-von Neumann's.
We also show that DNTs emerge naturally from a particular instance of a joint measurability problem, remarking its relevance in general operator theory.
arXiv Detail & Related papers (2018-09-19T18:57:45Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.