Quantum estimation for quantum technology
Abstract
Several quantities of interest in quantum information, including entanglement and purity, are nonlinear functions of the density matrix and cannot, even in principle, correspond to proper quantum observables. Any method aimed to determine the value of these quantities should resort to indirect measurements and thus corresponds to a parameter estimation problem whose solution, i.e. the determination of the most precise estimator, unavoidably involves an optimization procedure. We review local quantum estimation theory and present explicit formulas for the symmetric logarithmic derivative and the quantum Fisher information of relevant families of quantum states. Estimability of a parameter is defined in terms of the quantum signal-to-noise ratio and the number of measurements needed to achieve a given relative error. The connections between the optmization procedure and the geometry of quantum statistical models are discussed. Our analysis allows to quantify quantum noise in the measurements of non observable quantities and provides a tools for the characterization of signals and devices in quantum technology.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
For an unbiased measurement strategy, the variance of the estimate of an unknown parameter is bounded below by the inverse of the number of repetitions times the quantum Fisher information.
“Under the assumption that our strategy is unbiased, i.e. μ = µ, the uncertainty in our estimate, is related to the variance of μ and is lower bounded by the so-called quantum Cramer-Rao bound”
From Quantum speed limits: from Heisenberg’s uncertainty principle to optimal quantum control (2017) · cites this paper as [100]
Dephasing and amplitude damping are naturally occurring sources of decoherence in NMR implementation, and the results can be accessed by spin ensemble measurements.
“In fact, dephasing and amplitude damping are naturally occurring sources of decoherence in such an implementation, and our results can be accessed by means of spin ensemble measurements, which constitute the conventional types of detection in such a technique [71,72].”
From Generalized Geometric Quantum Speed Limits (2016) · cites this paper as [72]
The quantum Cramér-Rao bound sets the ultimate precision for estimating parameters encoded in quantum states.
“This bound determines the ultimate precision with which parameters encoded into quantum states can be estimated.”
From Estimation of Gaussian quantum states (2019) · cites this paper as [1]
The quantum Fisher information matrix gives the ultimate precision bound on the estimation of parameters encoded in a quantum state.
“Quantum Fisher information matrix (QFIM) gives the ultimate precision bound on the estimation of parameters encoded in a quantum state.”
From Simple expression for the quantum Fisher information matrix (2018) · cites this paper as [5]
The most general analytical expression for the QFIM requires diagonalizing the density matrix.
“Still, known expressions for the QFIM appear quite complicated, and the most general analytical expression requires diagonalizing the density matrix.”
From Simple expression for the quantum Fisher information matrix (2018) · cites this paper as [5]
There have been only two known explicit expressions for the QFIM that can be directly applied to density matrices of any dimension.
“To the best of our knowledge, there have been only two known explicit expressions for the QFIM that can be directly applied to density matrices of any dimension.”
From Simple expression for the quantum Fisher information matrix (2018) · cites this paper as [5]
The second known expression writes the QFIM as an integral.
“The second expression writes QFIM as an integral [5],”
From Simple expression for the quantum Fisher information matrix (2018) · cites this paper as [5]
The quantum Fisher information matrix is the figure of merit in the multi-parameter quantum Cramér-Rao bound, which gives a lower bound on the covariance matrix of the vector of locally unbiased estimators.
“The quantum Fisher information matrix is the figure of merit in the multi-parameter quantum Cram´ er-Rao bound which gives a lower bound on the covariance matrix of the vector of locally unbiased estimators ˆ ϵ [2, 35],”
From Discontinuities of the quantum Fisher information and the Bures metric (2017) · cites this paper as [2]
Cites
Mathematical Methods of Statistics.
Geary, R. C., & Cramer, H. L. (1947) · The Economic Journal · doi:10.2307/2226151 · Cited by 6,095 · see citing works
Quantum detection and estimation theory
Helstrom, C. W. (1969) · Journal of Statistical Physics · doi:10.1007/bf01007479 · Cited by 3,776 · see citing works
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 · see citing works
Fidelity for Mixed Quantum States
Jozsa, R. (1994) · Journal of Modern Optics · doi:10.1080/09500349414552171 · Cited by 1,911 · see citing works
The ‘transition probability’ in the state space of a—algebra
Uhlmann, A. (1976) · Reports on Mathematical Physics · doi:10.1016/0034-4877(76)90060-4 · Cited by 1,649 · see citing works
Generalized uncertainty relations: Theory, examples, and Lorentz invariance
Braunstein, S. L., Caves, C. M., & Milburn, G. J. (1996) · Annals of Physics · doi:10.1006/aphy.1996.0040 · Cited by 732 · see citing works
Squeezed-light – enhanced polarization interferometer
Grangier, P., Slusher, R. E., Yurke, B., & LaPorta, A. (1987) · Physical Review Letters · doi:10.1103/physrevlett.59.2153 · Cited by 495 · see citing works
Spectroscopy with squeezed light
Polzik, E. S., Carri, J., & Kimble, H. J. (1992) · Physical Review Letters · doi:10.1103/physrevlett.68.3020 · Cited by 442 · see citing works
Applications of the van Trees Inequality: A Bayesian Cramér-Rao Bound
Gill, R. D., & Levit, B. Y. (1995) · Bernoulli · doi:10.2307/3318681 · Cited by 377 · see citing works
Generalized Uncertainty Relations: Theory, Examples, and Lorentz Invariance
Braunstein, S. L., Caves, C. M., & Milburn, G. J. (1995) · Cited by 331 · see citing works
Explicit computation of the Bures distance for density matrices
Hübner, M. (1992) · Physics Letters A · doi:10.1016/0375-9601(92)91004-b · Cited by 323 · see citing works
Multiple-parameter quantum estimation and measurement of nonselfadjoint observables
Yuen, H., & Lax, M. (1973) · IEEE Transactions on Information Theory · doi:10.1109/tit.1973.1055103 · Cited by 254 · see citing works
Optimal Quantum Estimation of Loss in Bosonic Channels
Monràs, A., & Paris, M. G. A. (2007) · Physical Review Letters · doi:10.1103/physrevlett.98.160401 · Cited by 213 · see citing works
Self-citationFisher information in quantum statistics
Barndorff-Nielsen, O. E., & Gill, R. D. (2000) · Journal of Physics A Mathematical and General · doi:10.1088/0305-4470/33/24/306 · Cited by 208 · see citing works
Bures volume of the set of mixed quantum states
Sommers, H.-J. R., & Zyczkowski, K. (2003) · Journal of Physics A Mathematical and General · doi:10.1088/0305-4470/36/39/308 · Cited by 163 · see citing works
Optimal phase measurements with pure Gaussian states
Monràs, A. (2006) · Physical Review A · doi:10.1103/physreva.73.033821 · Cited by 154 · see citing works
Random quantum correlations and density operator distributions
Hall, M. J. W. (1998) · Physics Letters A · doi:10.1016/s0375-9601(98)00190-x · Cited by 129 · see citing works
Covariant measurements and uncertainty relations
Holevo, A. S. (1979) · Reports on Mathematical Physics · doi:10.1016/0034-4877(79)90072-7 · Cited by 98 · see citing works
Noncommuting observables in quantum detection and estimation theory
Helstrom, C. W., & Kennedy, R. (1974) · IEEE Transactions on Information Theory · doi:10.1109/tit.1974.1055173 · Cited by 98 · see citing works
Explicit formulae for the Bures metric
Dittmann, J. (1999) · Journal of Physics A: Mathematical and General · doi:10.1088/0305-4470/32/14/007 · Cited by 95 · see citing works
Bures volume of the set of mixed quantum states
Sommers, H.-J., & Zyczkowski, K. (2003) · CERN Document Server (European Organization for Nuclear Research) · Cited by 85 · see citing works
Operational Interpretation for Global Multipartite Entanglement
Boixo, S., & Monràs, A. (2008) · Physical Review Letters · doi:10.1103/physrevlett.100.100503 · Cited by 84 · see citing works
On the general problem of quantum phase estimation
D'Ariano, G. M., Macchiavello, C., & Sacchi, M. F. (1998) · Physics Letters A · doi:10.1016/s0375-9601(98)00702-6 · Cited by 77 · see citing works
Optimal estimation of one-parameter quantum channels
Sarovar, M., & Milburn, G. J. (2006) · Journal of Physics A Mathematical and General · doi:10.1088/0305-4470/39/26/015 · Cited by 57 · see citing works
Information-disturbance tradeoff in quantum measurements
Maccone, L. (2006) · Physical Review A · doi:10.1103/physreva.73.042307 · Cited by 57 · see citing works
On the general problem of quantum phase estimation
D'Ariano, G. M., Macchiavello, C., & Sacchi, M. F. (1998) · CERN Document Server (European Organization for Nuclear Research) · Cited by 41 · see citing works
Hyperbolic phase and squeeze-parameter estimation
Milburn, G. J., Chen, W.-Y., & Jones, K. R. W. (1994) · Physical Review A · doi:10.1103/physreva.50.801 · Cited by 40 · see citing works
Optimal estimation of squeezing
Chiribella, G., D’Ariano, G. M., & Sacchi, M. F. (2006) · Physical Review A · doi:10.1103/physreva.73.062103 · Cited by 31 · see citing works
Transmittivity measurements by means of squeezed vacuum light
D’Auria, V., de Lisio, C., Porzio, A., et al. (2006) · Journal of Physics B Atomic Molecular and Optical Physics · doi:10.1088/0953-4075/39/5/016 · Cited by 28 · see citing works
?Simultaneous measurement? from the standpoint of quantum estimation theory
Helstrom, C. W. (1974) · Foundations of Physics · doi:10.1007/bf00708521 · Cited by 28 · see citing works
Optimal quantum estimation of the coupling between two bosonic modes
D'Ariano, G. M., Paris, M. G. A., & Perinotti, P. (2001) · Journal of Optics B Quantum and Semiclassical Optics · doi:10.1088/1464-4266/3/5/309 · Cited by 13 · see citing works
Self-citationOptimal quantum estimation of the coupling between two bosonic modes
D’Ariano, G. M., Paris, M. G. A., & Perinotti, P. (2001) · CERN Document Server (European Organization for Nuclear Research) · Cited by 6 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Degen, C. L., Reinhard, F., & Cappellaro, P. (2017) · Reviews of Modern Physics · doi:10.1103/revmodphys.89.035002 · Cited by 4,045 · see citing works
Giovannetti, V., Lloyd, S., & Maccone, L. (2011) · Nature Photonics · doi:10.1038/nphoton.2011.35 · Cited by 3,894 · see citing works
Quantum metrology from a quantum information science perspective
Tóth, G., & Apellaniz, I. (2014) · Journal of Physics A Mathematical and Theoretical · doi:10.1088/1751-8113/47/42/424006 · Cited by 862 · see citing works
The elusive Heisenberg limit in quantum-enhanced metrology
Demkowicz-Dobrzański, R., Kołodyński, J., & Guţă, M. (2012) · Nature Communications · doi:10.1038/ncomms2067 · Cited by 773 · see citing works
“achieves the same maximum QFI in equation (3).”
BackgroundQuantum Fisher information matrix and multiparameter estimation
Liu, J., Yuan, H., Lu, X.-M., & Wang, X. (2020) · Journal of Physics A: Mathematical and Theoretical · doi:10.1088/1751-8121/ab5d4d · Cited by 802 · see citing works
Quantum speed limits: from Heisenberg’s uncertainty principle to optimal quantum control
Deffner, S., & Campbell, S. (2017) · Journal of Physics A: Mathematical and Theoretical · doi:10.1088/1751-8121/aa86c6 · Cited by 585 · see citing works
Quantum theory of superresolution for two incoherent optical point sources
Tsang, M., Nair, R., & Lu, X.-M. (2016) · Physical Review X · doi:10.1103/physrevx.6.031033 · Cited by 482 · see citing works
Quantum-enhanced measurements without entanglement
Braun, D., Adesso, G., Benatti, F., Floreanini, R., Marzolino, U., Mitchell, M. W., & Pirandola, S. (2018) · Reviews of Modern Physics · doi:10.1103/revmodphys.90.035006 · Cited by 434 · see citing works
Quantum enhanced multiple phase estimation
Humphreys, P. C., Barbieri, M., Datta, A., & Walmsley, I. A. (2013) · Physical Review Letters · doi:10.1103/physrevlett.111.070403 · Cited by 379 · see citing works
Multiparameter Estimation in Networked Quantum Sensors
Proctor, T. J., Knott, P. A., & Dunningham, J. A. (2018) · Physical Review Letters · doi:10.1103/physrevlett.120.080501 · Cited by 318 · see citing works
“Any QFIM F is real, symmetric and positive semidefinite [29], and if it is invertible it is positive definite.”
BackgroundMulti-parameter quantum metrology
Szczykulska, M., Baumgratz, T., & Datta, A. (2016) · Advances in Physics: X · doi:10.1080/23746149.2016.1230476 · Cited by 267 · see citing works
Generalized Geometric Quantum Speed Limits
Pires, D. P., Cianciaruso, M., Céleri, L. C., Adesso, G., & Soares-Pinto, D. O. (2016) · Physical Review X · doi:10.1103/physrevx.6.021031 · Cited by 265 · see citing works
Quantum enhanced estimation of a multidimensional field
Baumgratz, T., & Datta, A. (2016) · Physical Review Letters · doi:10.1103/physrevlett.116.030801 · Cited by 249 · see citing works
Quantum parameter estimation using general single-mode Gaussian states
Pinel, O., Jian, P., Treps, N., Fabre, C., & Braun, D. (2013) · Physical Review A · doi:10.1103/physreva.88.040102 · Cited by 246 · see citing works
Distributed Quantum Metrology with Linear Networks and Separable Inputs
Ge, W., Jacobs, K., Eldredge, Z., Gorshkov, A. V., & Foss-Feig, M. (2018) · Physical Review Letters · doi:10.1103/physrevlett.121.043604 · Cited by 220 · see citing works
Optimal measurements for simultaneous quantum estimation of multiple phases
Pezzè, L., Ciampini, M. A., Spagnolo, N., Humphreys, P. C., Datta, A., Walmsley, I. A., Barbieri, M., Sciarrino, F., & Smerzi, A. (2017) · Physical Review Letters · doi:10.1103/physrevlett.119.130504 · Cited by 200 · see citing works
Sensitivity bounds for multiparameter quantum metrology
Gessner, M., Pezzè, L., & Smerzi, A. (2018) · Physical Review Letters · doi:10.1103/physrevlett.121.130503 · Cited by 169 · see citing works
Quantum parameter estimation with optimal control
Liu, J., & Yuan, H. (2017) · Physical Review A · doi:10.1103/physreva.96.012117 · Cited by 133 · see citing works
Multiparameter Gaussian quantum metrology
Nichols, R., Liuzzo-Scorpo, P., Knott, P. A., & Adesso, G. (2018) · Physical Review A · doi:10.1103/physreva.98.012114 · Cited by 131 · see citing works
Discontinuities of the quantum Fisher information and the Bures metric
Šafránek, D. (2017) · Physical Review A · doi:10.1103/physreva.95.052320 · Cited by 125 · see citing works
Quantum parameter estimation using multi-mode Gaussian states
Šafránek, D., Lee, A. R., & Fuentes, I. (2015) · New Journal of Physics · doi:10.1088/1367-2630/17/7/073016 · Cited by 122 · see citing works
Local quantum thermal susceptibility
De Pasquale, A., Rossini, D., Fazio, R., & Giovannetti, V. (2016) · Nature Communications · doi:10.1038/ncomms12782 · Cited by 113 · see citing works
Simple expression for the quantum Fisher information matrix
Šafránek, D. (2018) · Physical Review A · doi:10.1103/physreva.97.042322 · Cited by 109 · see citing works
Quantum-enhanced multiparameter estimation in multiarm interferometers
Ciampini, M. A., Spagnolo, N., Vitelli, C., Pezzè, L., Smerzi, A., & Sciarrino, F. (2016) · Scientific Reports · doi:10.1038/srep28881 · Cited by 104 · see citing works
Control-enhanced multiparameter quantum estimation
Liu, J., & Yuan, H. (2017) · Physical Review A · doi:10.1103/physreva.96.042114 · Cited by 105 · see citing works
Estimation of Gaussian quantum states
Šafránek, D. (2019) · Journal of Physics A: Mathematical and Theoretical · doi:10.1088/1751-8121/aaf068 · Cited by 110 · see citing works
Experimental multiphase estimation on a chip
Polino, E., Riva, M., Valeri, M., Silvestri, R., Corrielli, G., Crespi, A., Spagnolo, N., Osellame, R., & Sciarrino, F. (2019) · Optica · doi:10.1364/optica.6.000288 · Cited by 101 · see citing works
Experimental phase estimation enhanced by machine learning
Lumino, A., Polino, E., Rab, A. S., Milani, G., Spagnolo, N., Wiebe, N., & Sciarrino, F. (2018) · Physical Review Applied · doi:10.1103/physrevapplied.10.044033 · Cited by 97 · see citing works
Interferometric superlocalization of two incoherent optical point sources
Nair, R., & Tsang, M. (2016) · Optics Express · doi:10.1364/oe.24.003684 · Cited by 101 · see citing works
Optimal measurements for quantum multiparameter estimation with general states
Yang, J., Pang, S., Zhou, Y., & Jordan, A. N. (2019) · Physical Review A · doi:10.1103/physreva.100.032104 · Cited by 86 · see citing works
Quantum-enhanced metrology for multiple phase estimation with noise
Yue, J.-D., Zhang, Y.-R., & Fan, H. (2014) · Scientific Reports · doi:10.1038/srep05933 · Cited by 84 · see citing works
Quantum Bell–Ziv–Zakai bounds and Heisenberg limits for waveform estimation
Berry, D. W., Tsang, M., Hall, M. J. W., & Wiseman, H. M. (2015) · Physical Review X · doi:10.1103/physrevx.5.031018 · Cited by 81 · see citing works
Fidelity susceptibility and quantum Fisher information for density operators with arbitrary ranks
Liu, J., Xiong, H.-N., Song, F., & Wang, X. (2014) · Physica A Statistical Mechanics and its Applications · doi:10.1016/j.physa.2014.05.028 · Cited by 76 · see citing works
Bounds on quantum multiple-parameter estimation with Gaussian state
Gao, Y., & Lee, H. (2014) · The European Physical Journal D · doi:10.1140/epjd/e2014-50560-1 · Cited by 75 · see citing works
Nonexponential quantum decay under environmental decoherence
Beau, M., Kiukas, J., Egusquiza, I. L., & del Campo, A. (2017) · Physical Review Letters · doi:10.1103/physrevlett.119.130401 · Cited by 70 · see citing works
Quantum non-Markovianity based on the Fisher-information matrix
Song, H., Luo, S., & Hong, Y. (2015) · Physical Review A · doi:10.1103/physreva.91.042110 · Cited by 65 · see citing works
Quantum Fisher information and symmetric logarithmic derivative via anti-commutators
Liu, J., Chen, J., Jing, X.-X., & Wang, X. (2016) · Journal of Physics A Mathematical and Theoretical · doi:10.1088/1751-8113/49/27/275302 · Cited by 65 · see citing works
Quantum multiparameter estimation with generalized balanced multimode noon-like states
Zhang, L., & Chan, K. W. C. (2017) · Physical Review A · doi:10.1103/physreva.95.032321 · Cited by 54 · see citing works
Noise-resilient variational hybrid quantum-classical optimization
Gentini, L., Cuccoli, A., Pirandola, S., Verrucchi, P., & Banchi, L. (2020) · Physical Review A · doi:10.1103/physreva.102.052414 · Cited by 46 · see citing works
Precision bounds for gradient magnetometry with atomic ensembles
Apellaniz, I., Urizar-Lanz, I., Zimborás, Z., Hyllus, P., & Tóth, G. (2018) · Physical Review A · doi:10.1103/physreva.97.053603 · Cited by 45 · see citing works
Multiple phase estimation for arbitrary pure states under white noise
Yao, Y., Ge, L., Xiao, X., Wang, X., & Sun, C. P. (2014) · Physical Review A · doi:10.1103/physreva.90.062113 · Cited by 42 · see citing works
Quantum metrology of spatial deformation using arrays of classical and quantum light emitters
Sidhu, J. S., & Kok, P. (2017) · Physical Review A · doi:10.1103/physreva.95.063829 · Cited by 31 · see citing works
Multiple phase estimation in quantum cloning machines
Yao, Y., Ge, L., Xiao, X., Wang, X.-G., & Sun, C.-P. (2014) · Physical Review A · doi:10.1103/physreva.90.022327 · Cited by 31 · see citing works
Berry curvature as a lower bound for multiparameter estimation
Guo, W., Zhong, W., Jing, X.-X., Fu, L.-B., & Wang, X. (2016) · Physical Review A · doi:10.1103/physreva.93.042115 · Cited by 19 · see citing works
Fisher-information susceptibility for multiparameter quantum estimation
Albarelli, F., Gianani, I., Genoni, M. G., & Barbieri, M. (2024) · Physical Review A · doi:10.1103/physreva.110.032436 · Cited by 6 · see citing works
- Authors
- PARIS, M. G. A.
- Affiliations
- Institute for Scientific Interchange (IT)
- Corresponding author
- PARIS, MATTEO G. A.
- ORCID
- PARIS, MATTEO G. A.
- Venue
- International Journal of Quantum Information
- Publisher
- World Scientific Pub Co Pte Ltd
- Published
- 2009-01
- Volume
- 07
- Issue
- supp01
- Pages
- 125-137
- ISSN
- 0219-7499 (ISSN-L)
- 1793-6918
- OpenAlex
- W1993122650
- Cited by
- 1,632
- References
- 32
- Citations by year
- 2026: 186 · 2025: 204 · 2024: 151 · 2023: 150 · 2022: 146 · 2021: 135 · 2020: 152 · 2019: 118 · 2018: 85 · 2017: 89 · 2016: 70 · 2015: 45 · 2014: 37 · 2013: 16 · 2012: 18
- FWCI
- 16.92
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Quantum Information (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Quantum Information and Cryptography
- Physical Sciences › Computer Science › Artificial Intelligence › Quantum Computing Algorithms and Architecture
- Physical Sciences › Physics and Astronomy › Atomic and Molecular Physics, and Optics › Quantum Mechanics and Applications
- Keywords
- quantum parameter estimation, quantum Fisher information, symmetric logarithmic derivative, entanglement, purity, quantum statistical model, quantum noise, 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