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Quantum-Like Structure in Multidimensional Relevance Judgements

A large number of studies in cognitive science have revealed that probabilistic outcomes of certain human decisions do not agree with the axioms of classical probability theory. The field of Quantum Cognition provides an alternative probabilistic model to explain such paradoxical findings. It posits...

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Autores principales: Uprety, Sagar, Tiwari, Prayag, Dehdashti, Shahram, Fell, Lauren, Song, Dawei, Bruza, Peter, Melucci, Massimo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7148250/
http://dx.doi.org/10.1007/978-3-030-45439-5_48
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author Uprety, Sagar
Tiwari, Prayag
Dehdashti, Shahram
Fell, Lauren
Song, Dawei
Bruza, Peter
Melucci, Massimo
author_facet Uprety, Sagar
Tiwari, Prayag
Dehdashti, Shahram
Fell, Lauren
Song, Dawei
Bruza, Peter
Melucci, Massimo
author_sort Uprety, Sagar
collection PubMed
description A large number of studies in cognitive science have revealed that probabilistic outcomes of certain human decisions do not agree with the axioms of classical probability theory. The field of Quantum Cognition provides an alternative probabilistic model to explain such paradoxical findings. It posits that cognitive systems have an underlying quantum-like structure, especially in decision-making under uncertainty. In this paper, we hypothesise that relevance judgement, being a multidimensional, cognitive concept, can be used to probe the quantum-like structure for modelling users’ cognitive states in information seeking. Extending from an experiment protocol inspired by the Stern-Gerlach experiment in Quantum Physics, we design a crowd-sourced user study to show violation of the Kolmogorovian probability axioms as a proof of the quantum-like structure, and provide a comparison between a quantum probabilistic model and a Bayesian model for predictions of relevance.
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spelling pubmed-71482502020-04-13 Quantum-Like Structure in Multidimensional Relevance Judgements Uprety, Sagar Tiwari, Prayag Dehdashti, Shahram Fell, Lauren Song, Dawei Bruza, Peter Melucci, Massimo Advances in Information Retrieval Article A large number of studies in cognitive science have revealed that probabilistic outcomes of certain human decisions do not agree with the axioms of classical probability theory. The field of Quantum Cognition provides an alternative probabilistic model to explain such paradoxical findings. It posits that cognitive systems have an underlying quantum-like structure, especially in decision-making under uncertainty. In this paper, we hypothesise that relevance judgement, being a multidimensional, cognitive concept, can be used to probe the quantum-like structure for modelling users’ cognitive states in information seeking. Extending from an experiment protocol inspired by the Stern-Gerlach experiment in Quantum Physics, we design a crowd-sourced user study to show violation of the Kolmogorovian probability axioms as a proof of the quantum-like structure, and provide a comparison between a quantum probabilistic model and a Bayesian model for predictions of relevance. 2020-03-17 /pmc/articles/PMC7148250/ http://dx.doi.org/10.1007/978-3-030-45439-5_48 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Uprety, Sagar
Tiwari, Prayag
Dehdashti, Shahram
Fell, Lauren
Song, Dawei
Bruza, Peter
Melucci, Massimo
Quantum-Like Structure in Multidimensional Relevance Judgements
title Quantum-Like Structure in Multidimensional Relevance Judgements
title_full Quantum-Like Structure in Multidimensional Relevance Judgements
title_fullStr Quantum-Like Structure in Multidimensional Relevance Judgements
title_full_unstemmed Quantum-Like Structure in Multidimensional Relevance Judgements
title_short Quantum-Like Structure in Multidimensional Relevance Judgements
title_sort quantum-like structure in multidimensional relevance judgements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7148250/
http://dx.doi.org/10.1007/978-3-030-45439-5_48
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