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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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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. |
format | Online Article Text |
id | pubmed-7148250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
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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