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Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests
We study correlations between the structure and properties of a free association network of the English language, and solutions of psycholinguistic Remote Association Tests (RATs). We show that average hardness of individual RATs is largely determined by relative positions of test words (stimuli and...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8023469/ https://www.ncbi.nlm.nih.gov/pubmed/33822802 http://dx.doi.org/10.1371/journal.pone.0248986 |
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author | Valba, Olga Gorsky, Alexander Nechaev, Sergei Tamm, Mikhail |
author_facet | Valba, Olga Gorsky, Alexander Nechaev, Sergei Tamm, Mikhail |
author_sort | Valba, Olga |
collection | PubMed |
description | We study correlations between the structure and properties of a free association network of the English language, and solutions of psycholinguistic Remote Association Tests (RATs). We show that average hardness of individual RATs is largely determined by relative positions of test words (stimuli and response) on the free association network. We argue that the solution of RATs can be interpreted as a first passage search problem on a network whose vertices are words and links are associations between words. We propose different heuristic search algorithms and demonstrate that in “easily-solving” RATs (those that are solved in 15 seconds by more than 64% subjects) the solution is governed by “strong” network links (i.e. strong associations) directly connecting stimuli and response, and thus the efficient strategy consist in activating such strong links. In turn, the most efficient mechanism of solving medium and hard RATs consists of preferentially following sequence of “moderately weak” associations. |
format | Online Article Text |
id | pubmed-8023469 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-80234692021-04-15 Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests Valba, Olga Gorsky, Alexander Nechaev, Sergei Tamm, Mikhail PLoS One Research Article We study correlations between the structure and properties of a free association network of the English language, and solutions of psycholinguistic Remote Association Tests (RATs). We show that average hardness of individual RATs is largely determined by relative positions of test words (stimuli and response) on the free association network. We argue that the solution of RATs can be interpreted as a first passage search problem on a network whose vertices are words and links are associations between words. We propose different heuristic search algorithms and demonstrate that in “easily-solving” RATs (those that are solved in 15 seconds by more than 64% subjects) the solution is governed by “strong” network links (i.e. strong associations) directly connecting stimuli and response, and thus the efficient strategy consist in activating such strong links. In turn, the most efficient mechanism of solving medium and hard RATs consists of preferentially following sequence of “moderately weak” associations. Public Library of Science 2021-04-06 /pmc/articles/PMC8023469/ /pubmed/33822802 http://dx.doi.org/10.1371/journal.pone.0248986 Text en © 2021 Valba et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Valba, Olga Gorsky, Alexander Nechaev, Sergei Tamm, Mikhail Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests |
title | Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests |
title_full | Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests |
title_fullStr | Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests |
title_full_unstemmed | Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests |
title_short | Analysis of English free association network reveals mechanisms of efficient solution of Remote Association Tests |
title_sort | analysis of english free association network reveals mechanisms of efficient solution of remote association tests |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8023469/ https://www.ncbi.nlm.nih.gov/pubmed/33822802 http://dx.doi.org/10.1371/journal.pone.0248986 |
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