Quantum Sequential Hypothesis Testing

Research output: Contribution to journalArticleResearchpeer review

Authors

  • Esteban Martínez Vargas
  • Christoph Hirche
  • Gael Sentís
  • Michalis Skotiniotis
  • Marta Carrizo
  • Ramon Muñoz-Tapia
  • John Calsamiglia

External Research Organisations

  • Autonomous University of Barcelona (UAB)
  • University of Copenhagen
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Details

Original languageEnglish
Article number180502
JournalPhysical review letters
Volume126
Issue number18
Publication statusPublished - 6 May 2021
Externally publishedYes

Abstract

We introduce sequential analysis in quantum information processing, by focusing on the fundamental task of quantum hypothesis testing. In particular, our goal is to discriminate between two arbitrary quantum states with a prescribed error threshold ϵ when copies of the states can be required on demand. We obtain ultimate lower bounds on the average number of copies needed to accomplish the task. We give a block-sampling strategy that allows us to achieve the lower bound for some classes of states. The bound is optimal in both the symmetric as well as the asymmetric setting in the sense that it requires the least mean number of copies out of all other procedures, including the ones that fix the number of copies ahead of time. For qubit states we derive explicit expressions for the minimum average number of copies and show that a sequential strategy based on fixed local measurements outperforms the best collective measurement on a predetermined number of copies. Whereas for general states the number of copies increases as log1/ϵ, for pure states sequential strategies require a finite average number of samples even in the case of perfect discrimination, i.e., ϵ=0.

ASJC Scopus subject areas

Cite this

Quantum Sequential Hypothesis Testing. / Martínez Vargas, Esteban; Hirche, Christoph; Sentís, Gael et al.
In: Physical review letters, Vol. 126, No. 18, 180502, 06.05.2021.

Research output: Contribution to journalArticleResearchpeer review

Martínez Vargas, E, Hirche, C, Sentís, G, Skotiniotis, M, Carrizo, M, Muñoz-Tapia, R & Calsamiglia, J 2021, 'Quantum Sequential Hypothesis Testing', Physical review letters, vol. 126, no. 18, 180502. https://doi.org/10.1103/PhysRevLett.126.180502
Martínez Vargas, E., Hirche, C., Sentís, G., Skotiniotis, M., Carrizo, M., Muñoz-Tapia, R., & Calsamiglia, J. (2021). Quantum Sequential Hypothesis Testing. Physical review letters, 126(18), Article 180502. https://doi.org/10.1103/PhysRevLett.126.180502
Martínez Vargas E, Hirche C, Sentís G, Skotiniotis M, Carrizo M, Muñoz-Tapia R et al. Quantum Sequential Hypothesis Testing. Physical review letters. 2021 May 6;126(18):180502. doi: 10.1103/PhysRevLett.126.180502
Martínez Vargas, Esteban ; Hirche, Christoph ; Sentís, Gael et al. / Quantum Sequential Hypothesis Testing. In: Physical review letters. 2021 ; Vol. 126, No. 18.
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title = "Quantum Sequential Hypothesis Testing",
abstract = "We introduce sequential analysis in quantum information processing, by focusing on the fundamental task of quantum hypothesis testing. In particular, our goal is to discriminate between two arbitrary quantum states with a prescribed error threshold ϵ when copies of the states can be required on demand. We obtain ultimate lower bounds on the average number of copies needed to accomplish the task. We give a block-sampling strategy that allows us to achieve the lower bound for some classes of states. The bound is optimal in both the symmetric as well as the asymmetric setting in the sense that it requires the least mean number of copies out of all other procedures, including the ones that fix the number of copies ahead of time. For qubit states we derive explicit expressions for the minimum average number of copies and show that a sequential strategy based on fixed local measurements outperforms the best collective measurement on a predetermined number of copies. Whereas for general states the number of copies increases as log1/ϵ, for pure states sequential strategies require a finite average number of samples even in the case of perfect discrimination, i.e., ϵ=0.",
author = "{Mart{\'i}nez Vargas}, Esteban and Christoph Hirche and Gael Sent{\'i}s and Michalis Skotiniotis and Marta Carrizo and Ramon Mu{\~n}oz-Tapia and John Calsamiglia",
note = "Funding Information: We acknowledge financial support from the Spanish Agencia Estatal de Investigaci{\'o}n, project PID2019–107609 GB-I00, from Secretaria d{\textquoteright}Universitats i Recerca del Departament d{\textquoteright}Empresa i Coneixement de la Generalitat de Catalunya, co-funded by the European Union Regional Development Fund within the ERDF Operational Program of Catalunya (project QuantumCat, ref. 001-P-001644), and Generalitat de Catalunya CIRIT 2017-SGR-1127. C. H. acknowledges financial support from the European Research Council (ERC Grant Agreement No. 81876), VILLUM FONDEN via the QMATH Centre of Excellence (Grant No. 10059) and the QuantERA ERA-NET Cofund in Quantum Technologies implemented within the European Union Horizon 2020 Programme (QuantAlgo project) via Innovation Fund Denmark, J. C. acknowledges from the QuantERA grant C{\textquoteright}MON-QSENS!, via Spanish MICINN PCI2019-111869-2, EMV thanks financial support from CONACYT. J. C. also acknowledges support from ICREA Academia award. ",
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N1 - Funding Information: We acknowledge financial support from the Spanish Agencia Estatal de Investigación, project PID2019–107609 GB-I00, from Secretaria d’Universitats i Recerca del Departament d’Empresa i Coneixement de la Generalitat de Catalunya, co-funded by the European Union Regional Development Fund within the ERDF Operational Program of Catalunya (project QuantumCat, ref. 001-P-001644), and Generalitat de Catalunya CIRIT 2017-SGR-1127. C. H. acknowledges financial support from the European Research Council (ERC Grant Agreement No. 81876), VILLUM FONDEN via the QMATH Centre of Excellence (Grant No. 10059) and the QuantERA ERA-NET Cofund in Quantum Technologies implemented within the European Union Horizon 2020 Programme (QuantAlgo project) via Innovation Fund Denmark, J. C. acknowledges from the QuantERA grant C’MON-QSENS!, via Spanish MICINN PCI2019-111869-2, EMV thanks financial support from CONACYT. J. C. also acknowledges support from ICREA Academia award.

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