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Quantum speedup in the identification of cause–effect relations

The ability to identify cause–effect relations is an essential component of the scientific method. The identification of causal relations is generally accomplished through statistical trials where alternative hypotheses are tested against each other. Traditionally, such trials have been based on cla...

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Detalles Bibliográficos
Autores principales: Chiribella, Giulio, Ebler, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6443664/
https://www.ncbi.nlm.nih.gov/pubmed/30931930
http://dx.doi.org/10.1038/s41467-019-09383-8
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author Chiribella, Giulio
Ebler, Daniel
author_facet Chiribella, Giulio
Ebler, Daniel
author_sort Chiribella, Giulio
collection PubMed
description The ability to identify cause–effect relations is an essential component of the scientific method. The identification of causal relations is generally accomplished through statistical trials where alternative hypotheses are tested against each other. Traditionally, such trials have been based on classical statistics. However, classical statistics becomes inadequate at the quantum scale, where a richer spectrum of causal relations is accessible. Here we show that quantum strategies can greatly speed up the identification of causal relations. We analyse the task of identifying the effect of a given variable, and we show that the optimal quantum strategy beats all classical strategies by running multiple equivalent tests in a quantum superposition. The same working principle leads to advantages in the detection of a causal link between two variables, and in the identification of the cause of a given variable.
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spelling pubmed-64436642019-04-03 Quantum speedup in the identification of cause–effect relations Chiribella, Giulio Ebler, Daniel Nat Commun Article The ability to identify cause–effect relations is an essential component of the scientific method. The identification of causal relations is generally accomplished through statistical trials where alternative hypotheses are tested against each other. Traditionally, such trials have been based on classical statistics. However, classical statistics becomes inadequate at the quantum scale, where a richer spectrum of causal relations is accessible. Here we show that quantum strategies can greatly speed up the identification of causal relations. We analyse the task of identifying the effect of a given variable, and we show that the optimal quantum strategy beats all classical strategies by running multiple equivalent tests in a quantum superposition. The same working principle leads to advantages in the detection of a causal link between two variables, and in the identification of the cause of a given variable. Nature Publishing Group UK 2019-04-01 /pmc/articles/PMC6443664/ /pubmed/30931930 http://dx.doi.org/10.1038/s41467-019-09383-8 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Chiribella, Giulio
Ebler, Daniel
Quantum speedup in the identification of cause–effect relations
title Quantum speedup in the identification of cause–effect relations
title_full Quantum speedup in the identification of cause–effect relations
title_fullStr Quantum speedup in the identification of cause–effect relations
title_full_unstemmed Quantum speedup in the identification of cause–effect relations
title_short Quantum speedup in the identification of cause–effect relations
title_sort quantum speedup in the identification of cause–effect relations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6443664/
https://www.ncbi.nlm.nih.gov/pubmed/30931930
http://dx.doi.org/10.1038/s41467-019-09383-8
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