Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities

In alignment with the distributional hypothesis of language, the work “Quantum Projections on Conceptual Subspaces” (Martínez-Mingo A, Jorge-Botana G, Martinez-Huertas JÁ, et al. Quantum projections on conceptual subspaces. Cogn Syst Res 2023; 82: 101154) proposed a methodology for generating concep...

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Autores: Martínez Mingo, Alejandro, Martínez Huertas, José Ángel, Olmos Albacete, Ricardo, Jorge-Botana, Guillermo
Formato: artículo
Fecha de publicación:2024
País:España
Recursos:Universidad Autónoma de Madrid
Repositorio:Biblos-e Archivo. Repositorio Institucional de la UAM
Idioma:inglés
OAI Identifier:oai:repositorio.uam.es:10486/720369
Acesso em linha:http://hdl.handle.net/10486/720369
https://dx.doi.org/10.1177/00368504241238773
Access Level:acceso abierto
Palavra-chave:Natural language processing
computational linguistics
cognitive processes
quantum cognition
artificial intelligence
Psicología
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spelling Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunitiesMartínez Mingo, AlejandroMartínez Huertas, José ÁngelOlmos Albacete, RicardoJorge-Botana, GuillermoNatural language processingcomputational linguisticscognitive processesquantum cognitionartificial intelligencePsicologíaIn alignment with the distributional hypothesis of language, the work “Quantum Projections on Conceptual Subspaces” (Martínez-Mingo A, Jorge-Botana G, Martinez-Huertas JÁ, et al. Quantum projections on conceptual subspaces. Cogn Syst Res 2023; 82: 101154) proposed a methodology for generating conceptual subspaces from textual information based on previous work (Martinez-Mingo A, Jorge-Botana G and Olmos R. Quantum approach for similarity evaluation in LSA vector space models. 2020). These subspaces enable the utilization of the quantum model of similarity put forth by Pothos and Busemeyer (Pothos E, Busemeyer J. A quantum probability explanation for violations of symmetry in similarity judgments. In Proceedings of the annual meeting of the cognitive science society, 2011, Vol. 33, No. 33), allowing for the empirical examination of the violations of assumptions concerning symmetry and triangular inequality (Tversky A. Features of similarity. Psychol Rev 1977; 84: 327–352; Yearsley JM, Barque-Duran A, Scerrati E, et al. The triangle inequality constraint in similarity judgments. Prog Biophys Mol Biol 2017; 130: 26–32), as well as the diagnosticity effect (Tversky A. Features of similarity. Psychol Rev 1977; 84: 327–352; Yearsley JM, Pothos EM, Barque-Duran A, et al. Context effects in similarity judgments. J Exp Psychol Gen 2022; 151: 711–717), within a data-driven environment. These psychological biases, deeply studied by authors such as Tversky and Kahneman, inform us about the limitations of modeling psychological similarity measures using tools from classical geometry. This commentary aims to offer methodological clarifications, discuss theoretical and practical implications, and speculate on future directions in this field of research. Concretely, it aims to propose the use of different contours (conceptual or contextual) to generate the subspaces, which lead to subspaces of terms or contexts. Once these contours are defined, a differentiation is proposed between Aggregated Terms Subspaces (ATSs), Aggregated Contexts Subspaces (ACSs), and Aggregated Features Subspaces (AFSs) depending on whether we define the subspaces by grouping the terms or contexts within the contour, or from the latent dimensions of the semantic space obtained in the contour window. Finally, new data is provided on the violation of the triangular inequality assumption through the application of the quantum similarity model to ATSsSageDepartamento de Psicología Social y MetodologíaFacultad de PsicologíaEstadística Aplicada a las Ciencias del Comportamiento y de la Salud (SOC PS-023)Modelos y Aplicaciones Psicométricas (SOC PS-002)20242024-01-01research articlehttp://purl.org/coar/resource_type/c_2df8fbb1VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10486/720369https://dx.doi.org/10.1177/00368504241238773reponame:Biblos-e Archivo. Repositorio Institucional de la UAMinstname:Universidad Autónoma de MadridInglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial 4.0 Internationalhttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccessoai:repositorio.uam.es:10486/7203692026-06-23T12:46:27Z
dc.title.none.fl_str_mv Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
title Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
spellingShingle Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
Martínez Mingo, Alejandro
Natural language processing
computational linguistics
cognitive processes
quantum cognition
artificial intelligence
Psicología
title_short Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
title_full Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
title_fullStr Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
title_full_unstemmed Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
title_sort Quantum projections on conceptual subspaces: A deeper dive into methodological challenges and opportunities
dc.creator.none.fl_str_mv Martínez Mingo, Alejandro
Martínez Huertas, José Ángel
Olmos Albacete, Ricardo
Jorge-Botana, Guillermo
author Martínez Mingo, Alejandro
author_facet Martínez Mingo, Alejandro
Martínez Huertas, José Ángel
Olmos Albacete, Ricardo
Jorge-Botana, Guillermo
author_role author
author2 Martínez Huertas, José Ángel
Olmos Albacete, Ricardo
Jorge-Botana, Guillermo
author2_role author
author
author
dc.contributor.none.fl_str_mv Departamento de Psicología Social y Metodología
Facultad de Psicología
Estadística Aplicada a las Ciencias del Comportamiento y de la Salud (SOC PS-023)
Modelos y Aplicaciones Psicométricas (SOC PS-002)
dc.subject.none.fl_str_mv Natural language processing
computational linguistics
cognitive processes
quantum cognition
artificial intelligence
Psicología
topic Natural language processing
computational linguistics
cognitive processes
quantum cognition
artificial intelligence
Psicología
description In alignment with the distributional hypothesis of language, the work “Quantum Projections on Conceptual Subspaces” (Martínez-Mingo A, Jorge-Botana G, Martinez-Huertas JÁ, et al. Quantum projections on conceptual subspaces. Cogn Syst Res 2023; 82: 101154) proposed a methodology for generating conceptual subspaces from textual information based on previous work (Martinez-Mingo A, Jorge-Botana G and Olmos R. Quantum approach for similarity evaluation in LSA vector space models. 2020). These subspaces enable the utilization of the quantum model of similarity put forth by Pothos and Busemeyer (Pothos E, Busemeyer J. A quantum probability explanation for violations of symmetry in similarity judgments. In Proceedings of the annual meeting of the cognitive science society, 2011, Vol. 33, No. 33), allowing for the empirical examination of the violations of assumptions concerning symmetry and triangular inequality (Tversky A. Features of similarity. Psychol Rev 1977; 84: 327–352; Yearsley JM, Barque-Duran A, Scerrati E, et al. The triangle inequality constraint in similarity judgments. Prog Biophys Mol Biol 2017; 130: 26–32), as well as the diagnosticity effect (Tversky A. Features of similarity. Psychol Rev 1977; 84: 327–352; Yearsley JM, Pothos EM, Barque-Duran A, et al. Context effects in similarity judgments. J Exp Psychol Gen 2022; 151: 711–717), within a data-driven environment. These psychological biases, deeply studied by authors such as Tversky and Kahneman, inform us about the limitations of modeling psychological similarity measures using tools from classical geometry. This commentary aims to offer methodological clarifications, discuss theoretical and practical implications, and speculate on future directions in this field of research. Concretely, it aims to propose the use of different contours (conceptual or contextual) to generate the subspaces, which lead to subspaces of terms or contexts. Once these contours are defined, a differentiation is proposed between Aggregated Terms Subspaces (ATSs), Aggregated Contexts Subspaces (ACSs), and Aggregated Features Subspaces (AFSs) depending on whether we define the subspaces by grouping the terms or contexts within the contour, or from the latent dimensions of the semantic space obtained in the contour window. Finally, new data is provided on the violation of the triangular inequality assumption through the application of the quantum similarity model to ATSs
publishDate 2024
dc.date.none.fl_str_mv 2024
2024-01-01
dc.type.none.fl_str_mv research article
http://purl.org/coar/resource_type/c_2df8fbb1
VoR
http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/10486/720369
https://dx.doi.org/10.1177/00368504241238773
url http://hdl.handle.net/10486/720369
https://dx.doi.org/10.1177/00368504241238773
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial 4.0 International
http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial 4.0 International
http://creativecommons.org/licenses/by-nc/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Sage
publisher.none.fl_str_mv Sage
dc.source.none.fl_str_mv reponame:Biblos-e Archivo. Repositorio Institucional de la UAM
instname:Universidad Autónoma de Madrid
instname_str Universidad Autónoma de Madrid
reponame_str Biblos-e Archivo. Repositorio Institucional de la UAM
collection Biblos-e Archivo. Repositorio Institucional de la UAM
repository.name.fl_str_mv
repository.mail.fl_str_mv
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