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Observational entropy and statistical inference: a mathematical study

Research Project

Project/Area Number 23K03230
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 12040:Applied mathematics and statistics-related
Research InstitutionNagoya University

Principal Investigator

Buscemi F.  名古屋大学, 情報学研究科, 教授 (80570548)

Project Period (FY) 2023-04-01 – 2026-03-31
Project Status Granted (Fiscal Year 2023)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2025: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2024: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2023: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsmacroscopic entropy / observational entropy / retrodiction / coarse-graining / Umegaki relative entropy / Petz recovery theorem / Bayes theorem / statistical inference
Outline of Research at the Start

The goal of this research proposal is to establish the mathematical foundations of observational entropy, which is a quantity that plays a central role in the unification of thermodynamic and information-theoretic entropy, and in discussing the physical properties of systems out of equilibrium.

Outline of Annual Research Achievements

The properties of observational entropy as a functional of quantum states and POVMs have been studied with the tools of operator algebras and mathematical statistics. It has been found that observational entropy has many connections with Petz's theory of statistical sufficiency. Such connections allowed us to clarify the meaning of "coarse-graining" as a form of statistical retrodiction. This interpretation greatly simplifies the conceptual foundations of statistical mechanics. A paper about the theory of statistical retrodiction and its formulation in quantum theory has been published. Moreover, the idea of connecting statistical mechanics and retrodiction was at the basis of another paper, published on Physical Review Letters, in which we reformulate the second law of thermodynamics as an equilibrium condition in expected utility theory. Again in connection with observational entropy, two works of the resource theory of quantum measurements have been published: one about quantum measurements incompatibility, another one about quantum measurement sharpness. Finally, in exploring the process of retrodiction in quantum theory, we published a paper about the new idea of "virtual quantum broadcasting", which shows how time-like correlations can be treated within the formalism of quantum theory.

Current Status of Research Progress
Current Status of Research Progress

1: Research has progressed more than it was originally planned.

Reason

The research plan is progressing exactly as anticipated, without any delay. The first paper discussing the most important mathematical properties of observational entropy has been published as expected. Moreover, there is a series of follow-up papers that are already under preparation.

Strategy for Future Research Activity

In the next stage, we plan to generalize the observational entropy to priors different from the uniform distribution. We also plan to study the evolution of observational entropy in isolated systems. Finally, we plan to study the structure of macroscopic states from an algebraic viewpoint. All these projects are very important for our understanding of the foundations of statistical mechanics.

Report

(1 results)
  • 2023 Research-status Report
  • Research Products

    (16 results)

All 2024 2023

All Journal Article (8 results) (of which Int'l Joint Research: 8 results,  Peer Reviewed: 8 results,  Open Access: 4 results) Presentation (8 results) (of which Int'l Joint Research: 8 results,  Invited: 8 results)

  • [Journal Article] A complete and operational resource theory of measurement sharpness2024

    • Author(s)
      Buscemi, F; Kobayashi, K; Minagawa, S
    • Journal Title

      Quantum

      Volume: 8 Pages: 1235-1235

    • DOI

      10.22331/q-2024-01-25-1235

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Virtual quantum broadcasting2024

    • Author(s)
      Parzygnat, AJ; Fullwood, J; Buscemi, F; Chiribella, G
    • Journal Title

      Physical Review Letters

      Volume: 132 Issue: 11 Pages: 110203-110203

    • DOI

      10.1103/physrevlett.132.110203

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Observational entropy, coarse-grained states, and the Petz recovery map: information-theoretic properties and bounds2023

    • Author(s)
      Buscemi, F; Schindler, J; Safranek, D
    • Journal Title

      New Journal of Physics

      Volume: 25 Issue: 5 Pages: 053002-053002

    • DOI

      10.1088/1367-2630/accd11

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Axioms for retrodiction: achieving time-reversal symmetry with a prior2023

    • Author(s)
      Parzygnat, AJ; Buscemi, F
    • Journal Title

      Quantum

      Volume: 7 Pages: 1013-1013

    • DOI

      10.22331/q-2023-05-23-1013

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Generalized resource theory of purity: one-shot purity distillation with local noisy operations and one way classical communication2023

    • Author(s)
      Chakraborty, S; Nema, A; Buscemi, F
    • Journal Title

      2023 IEEE ISIT

      Volume: 2023 Pages: 1-1

    • DOI

      10.1109/isit54713.2023.10206692

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Unifying different notions of quantum incompatibility into a strict hierarchy of resource theories of communication2023

    • Author(s)
      Buscemi, F; Kobayashi, K; Minagawa, S; Perinotti, P; Tosini, A
    • Journal Title

      Quantum

      Volume: 7 Pages: 1035-1035

    • DOI

      10.22331/q-2023-06-07-1035

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Computing the quantum guesswork: a quadratic assignment problem2023

    • Author(s)
      Dall'Arno, M; Buscemi, F; Koshiba, T
    • Journal Title

      Quantum Information and Computation

      Volume: 23 Issue: 9&10 Pages: 721-732

    • DOI

      10.26421/qic23.9-10-1

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Maxwell’s Demon walks into Wall Street: Stochastic thermodynamics meets expected utility theory2023

    • Author(s)
      Ducuara, AF; Skrzypczyk, P; Buscemi, F; Sidajaya, P; Scarani, V
    • Journal Title

      Physical Review Letters

      Volume: 131 Issue: 19 Pages: 197103-197103

    • DOI

      10.1103/physrevlett.131.197103

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Incompatible incompatibilities, and how to make them compatible again2024

    • Author(s)
      Francesco Buscemi
    • Organizer
      BoseStat@100: International Conference on Photonics, Quantum Information, and Quantum Communication
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Incompatible incompatibilities, and how to make them compatible again2024

    • Author(s)
      Francesco Buscemi
    • Organizer
      Quantum TUT Workshop 2024
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Various types of divisibility and the role they play in statistical mechanics2023

    • Author(s)
      Francesco Buscemi
    • Organizer
      Mathematical Physics in Quantum Technology: from Finite to Infinite Dimensions
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Resource-theoretic approach to two problems in the theory of quantum measurements2023

    • Author(s)
      Francesco Buscemi
    • Organizer
      54th Symposium on Mathematical Physics
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Measurement sharpness and incompatibility as quantum resources2023

    • Author(s)
      Francesco Buscemi
    • Organizer
      25th Conference of the International Linear Algebra Society (ILAS 2023): minisymposium "Tensors and quantum information"
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Petz recovery, Jeffrey retrodiction, and von Neumann’s "other" entropy2023

    • Author(s)
      Francesco Buscemi
    • Organizer
      Quantum Information Theory and Mathematical Physics 2023
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Measurement sharpness and incompatibility as quantum resources2023

    • Author(s)
      Francesco Buscemi
    • Organizer
      Shenzhen-Nagoya Workshop on Quantum Science
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Incompatible incompatibilities, and how to make them compatible again2023

    • Author(s)
      Francesco Buscemi
    • Organizer
      Japanese-French Quantum Information 2023 workshop
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research / Invited

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Published: 2023-04-13   Modified: 2024-12-25  

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