The DOI matches its Crossref record; 42 of the 42 references it cites were found in a registry or an index.
Extremal properties of the variance and the quantum Fisher information
Open accessAbstract
We show that the variance is its own concave roof. For rank-2 density matrices and operators with zero diagonal elements in the eigenbasis of the density matrix, we prove analytically that the quantum Fisher information is four times the convex roof of the variance. Strong numerical evidence suggests that this statement is true even for operators with nonzero diagonal elements or density matrices with a rank larger than $2.$ We also find that within the different types of generalized quantum Fisher information considered in Petz [J. Phys. A 35, 929 (2002)] and Gibilisco, Hiai, and Petz [IEEE Trans. Inf. Theory 55, 439 (2009)], after appropriate normalization, the quantum Fisher information is the largest. Hence, we conjecture that the quantum Fisher information is four times the convex roof of the variance even for the general case.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“the QFI is the convex roof of the variance [101,102]”
From Quantum speed limits: from Heisenberg’s uncertainty principle to optimal quantum control (2017) · cites this paper as [101]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Horodecki, R., Horodecki, P., Horodecki, M., & Horodecki, K. (2009) · Reviews of Modern Physics · doi:10.1103/revmodphys.81.865 · Cited by 10,118
YALMIP : a toolbox for modeling and optimization in MATLAB
Löfberg, J. (2005) · Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · doi:10.1109/cacsd.2004.1393890 · Cited by 9,733 · cited 2×
“[28] J.”
Entanglement of Formation of an Arbitrary State of Two Qubits
Wootters, W. K. (1998) · Physical Review Letters · doi:10.1103/physrevlett.80.2245 · Cited by 8,290
Mixed-state entanglement and quantum error correction
Bennett, C. H., DiVincenzo, D. P., Smolin, J. A., & Wootters, W. K. (1996) · Physical Review A · doi:10.1103/physreva.54.3824 · Cited by 5,272
Separability Criterion for Density Matrices
Peres, A. (1996) · Physical Review Letters · doi:10.1103/physrevlett.77.1413 · Cited by 5,191
Quantum states with Einstein-Podolsky-Rosen correlations admitting a hidden-variable model
Werner, R. F. (1989) · Physical Review A · doi:10.1103/physreva.40.4277 · Cited by 4,062
Quantum detection and estimation theory
Helstrom, C. W. (1969) · Journal of Statistical Physics · doi:10.1007/bf01007479 · Cited by 3,776 · cited 1×
“[12] C.”
Separability of mixed states: necessary and sufficient conditions
Horodecki, M., Horodecki, P., & Horodecki, R. (1996) · Physics Letters A · doi:10.1016/s0375-9601(96)00706-2 · Cited by 3,649
Statistical distance and the geometry of quantum states
Braunstein, S. L., & Caves, C. M. (1994) · Physical Review Letters · doi:10.1103/physrevlett.72.3439 · Cited by 3,176
Quantum-Enhanced Measurements: Beating the Standard Quantum Limit
Giovannetti, V., Lloyd, S., & Maccone, L. (2004) · Science · doi:10.1126/science.1104149 · Cited by 3,160
Flagged first, then by citations
Research works printed but not linked: 1
- A. S. Holevo, 1982, Probabilistic and Statistical Aspect of Quantum Theory
Cited by
Sorted by citations
Items 101–156 of 156
Information Geometry of Quantum Resources
Girolami, D. (2018) · Springer proceedings in mathematics & statistics · doi:10.1007/978-3-319-97798-0_17 · Cited by 3
Quantum Speed Limits Based on the Sharma–Mittal Entropy
Xuan, D., Wang, Z., & Fei, S. (2025) · Annalen der Physik · doi:10.1002/andp.202500383 · Cited by 2
“Consistently, no finite–time orthogonalization occurs: for a qubit under amplitude damping with Bloch vectors 𝐫 0 and 𝐫 𝑡 , 𝐹(𝜌 0 ,𝜌 𝑡 ) > 0 for all finite 𝑡 , so the Bures angle never reaches 𝜋∕2 .”
Quasi-two-dimensional superconductivity at oxide heterostructures
Ran, F., Liang, Y., & Zhang, J. (2023) · Acta Physica Sinica · doi:10.7498/aps.72.20230044 · Cited by 2
Horoshko, D. B., Mikhalychev, A. B., Jelezko, F., & Kuzhir, P. (2025) · Physical Review Research · doi:10.1103/t48h-6hcf · Cited by 2
“The property of non-strict convexity is known from the literature [44, 45], but we need the strict convexity property, which is proven below.”
Seeing opportunity in every difficulty: protecting information with weak value techniques
Knee, G. C., & Briggs, G. A. D. (2018) · Quantum Studies Mathematics and Foundations · doi:10.1007/s40509-018-0164-z · Cited by 2
“However, for the case where the average momentum of the meter is zero as it enters the weak interaction (i.e we take 〈k̂〉 = 0 in accordance with Equation (2)), factorable preparations and measurements will suffice.2 It follows from the convexity of the QFI [37]: Hg ∑ j pj |ij〉 ⊗ |mj〉 ≤∑ j pjHg[|ij〉 ⊗ |mj〉] (13) that u…”
BackgroundRajauria, P., Chawla, P., & Chandrashekar, C. M. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2007.04572 · Cited by 4
Quantum Channels and Quantum Operations
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0021 · Cited by 2
Quantum speed limits based on Jensen-Shannon and Jeffreys divergences for general physical processes
de Sousa, J. F., & Pires, D. P. (2026) · Physical Review A · doi:10.1103/qnd8-dww7 · Cited by 2
A note on extremal decompositions of covariances
Léka, Z. (2016) · Rocky Mountain Journal of Mathematics · doi:10.1216/rmj-2016-46-2-571 · Cited by 1
“Moreover, one can easily deduce the following result which first appeared in [6], [9] and [8, Theorem].”
BackgroundBertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0013 · Cited by 1
Sahil (2024) · Physica Scripta · doi:10.1088/1402-4896/ad827e · Cited by 1
Marić, V., Ferro, F., & Fagotti, M. (2025) · Physical Review Letters · doi:10.1103/982k-5jmn · Cited by 1
“Specifically, F ρ A ( O ) / (4 | A | ) is a lower bound to the size of the effective quantum space of A [87] and it was also shown to be the convex roof of the variance of O [88, 89], i.e., the minimal averaged variance over all possible decompositions of the density matrix in pure states.”
The Three-Dimensional Schrödinger Equation
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0007 · Cited by 1
Anti-$\mathcal{PT}$-symmetric Qubit: Decoherence and Entanglement EntropyPreprint
Cen, J., & Saxena, A. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2008.04514 · Cited by 1
“an or PT-symmetric qubit. We note that this calculation complements the analysis of decoherence function. 5 Fisher Information Quantum Fisher information is an important quantity in quantum metrology [60]. It quanties the precision that can be achieved in estimating a parameter for a given quantum state. Thus, it can…”
BackgroundBertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0006 · Cited by 1
Quantum information with conserved quantitiesPreprint
Liu, J., Cheng, J., Fu, L., & Wang, X. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1506.00797
Quantum Fisher Information for s u(2) Atomic Coherent States and s u(1, 1) Coherent States
Song, Q., Liu, H., Zhao, Y., Zeng, Y., Wang, G., & Xue, K. (2015) · International Journal of Theoretical Physics · doi:10.1007/s10773-015-2805-x
Spin Squeezing, Macrorealism and the Heisenberg uncertainty principlePreprint
Vitagliano, G. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1511.08104
“and can be proved to be the convex roof of (∆H)2 [163].”
BackgroundStrategies for Positive Partial Transpose (PPT) States in Quantum Metrologies with Noise
Majumder, A., Shrotriya, H., & Kwek, L. C. (2021) · Entropy · doi:10.3390/e23060685
“Indeed, it has been shown that, amongst all generalized analogues of quantum Fisher information, the quantum Fisher information is the largest for rank-2 density matrices and for operators that have zero diagonal elements in the eigenbasis of the density matrix [21,22].”
BackgroundTóth, G., & Fröwis, F. (2021) · arXiv (Cornell University)
Self-citationA Quantum Informational Approach to the Problem of Time
Wani, S. S., Quach, J. Q., Faizal, M., Bahamonde, S., & Pourhassan, B. (2022) · Foundations of Physics · doi:10.1007/s10701-022-00540-6
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.002.0003
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0012 · Cited by 3
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.002.0004
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0014 · Cited by 1
Particle Physics—Bell Inequalities
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0026
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0019
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0011
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0025
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.002.0006
The Time-Independent Schrödinger Equation
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0004
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0023
Mathematical Formalism of Quantum Mechanics
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0003
Open Quantum Systems, Decoherence, Atom-Field Coupling
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0022
The Time-Dependent Schrödinger Equation
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0002
Perturbative Methods in Quantum Mechanics
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0010
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.002.0008
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0024
Electromagnetism in Quantum Mechanics
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0009
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0001
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0008
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0018 · Cited by 1
High-Dimensional Quantum Systems
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0017
Quantum Entropy and Correlations in Quantum Information
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0020
Quantification and Conversion of Entanglement
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0016
Particle Physics—Entanglement and Decoherence
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0027
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0015
The Quantum Harmonic Oscillator
Bertlmann, R. A., & Friis, N. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780199683338.003.0005
Yamaguchi, K., Mitsuhashi, Y., Shitara, T., & Tajima, H. (2026) · Physical Review X · doi:10.1103/qqf6-x85b · Cited by 1
The Correlationhedron: Spacetime as Projections of Quantum CorrelationsPreprint
Russo, A. (2025) · Preprints.org · doi:10.20944/preprints202504.1639.v1
Measuring entanglement along collective operators
Descamps, É., Keller, A., & Milman, P. (2025) · Physical Review A · doi:10.1103/physreva.111.052428
“Using the inequality 4∆ ˆ ρ ( ˆ A ) ≥ Q ˆ ρ ( ˆ A ) [41, 42], we get As well as In the case of non-zero thickness, using the hypothesis that Q ( ˆ P j ) ≥ ζ Q ( ˆ P 1 ) (for j ≥ 2) or ∆( ˆ P j ) ≥ ζ ∆( ˆ P 1 ) (for j ≥ 2) allows to modify the right-hand side in a similar manner The steps we follow…”
The abundance of uncertainty of the observable
Zhang, J., & He, K. (2025) · Quantum Information Processing · doi:10.1007/s11128-025-04825-3
“The first summation describes the quantum part that stems from the variance of the observable on pure quantum states, while the second summation classical part comes from the expectation value between the subensemble and the entire ensemble [14, 15].”
Operational criterion for macroscopic quantum superposition via continuous measurement
Xu, Y. Y. (2026) · Journal of Physics A Mathematical and Theoretical · doi:10.1088/1751-8121/ae7921
“In particular, the variance of an observable provides a lower bound on the quantum Fisher information through F Q ( A ) ⩽ 4Var ( A ) [26], implying that large CMBMQS values correspond to states with 5 GHz large quantum Fisher information with respect to the monitored observable.”
Nonlocal effects via local quantum Fisher information: characterizations and interpretations
Muthuganesan, R. (2026) · Physica Scripta · doi:10.1088/1402-4896/aeb3bf
Quantum Correlations in Gravitationally Coupled Masses Under Oscillatory Magnetic Driving
Harrar, M. E., Slaoui, A., Assad, R., Falaki, M. E., & Laamara, R. A. (2026) · Annalen der Physik · doi:10.1002/andp.70271
“…widely used entan-glement measures for quantifying non-classical correlations in such systems, while the quantum Fisher information ( ) [ 13– 15 ] has emerged as a key quantity in quantum metrology, allowing the characterization of a system’s sensitivity to infinitesimal changes in…”
A note on extremal decomposition of covariancesPreprint
Léka, Z. (2014) · arXiv (Cornell University) · doi:10.48550/arxiv.1408.2707
Metadata
- Authors
- Tóth, G., & Petz, D.
- Affiliations
- Ikerbasque (ES)
- ORCID
- Tóth, Géza
- Venue
- Physical Review A
- Publisher
- American Physical Society (APS)
- Published
- 2013-03-20
- Volume
- 87
- Issue
- 3
- ISSN
- 0556-2791 (ISSN-L)
- 1050-2947
- 1094-1622
- OpenAlex
- W2037609284
- Cited by
- 157
- References
- 42
- Citations by year
- 2026: 7 · 2025: 11 · 2024: 4 · 2023: 44 · 2022: 9 · 2021: 10 · 2020: 12 · 2019: 10 · 2018: 8 · 2017: 7 · 2016: 10 · 2015: 12 · 2014: 9 · 2013: 4
- FWCI
- 12.90
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Physical Review A (publishedVersion, cc-by)
- arXiv (Cornell University) (publishedVersion)
- Repository of the Academy's Library (Library of the Hungarian Academy of Sciences) (acceptedVersion)
- arXiv (Cornell University)
- Funders
- Fonds National de la Recherche Luxembourg
- Eusko Jaurlaritza (IT4720-10, Project No. IT4720-10)
- Hungarian Scientific Research Fund (K104206, K83858)
- Ministerio de Ciencia e Innovación (FIS2012-36673-C03-03)
- CHIST-ERA
- Topics
- Physical Sciences › Physics and Astronomy › Atomic and Molecular Physics, and Optics › Quantum Information and Cryptography
- Physical Sciences › Physics and Astronomy › Atomic and Molecular Physics, and Optics › Quantum Mechanics and Applications
- Physical Sciences › Computer Science › Artificial Intelligence › Quantum Computing Algorithms and Architecture
- Keywords
- quantum Fisher information, variance, extremal properties, quantum metrology, quantum parameter estimation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review