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Mental profile mapping: A psychological single-candidate authorship attribution method

Modern authorship attribution methods are often comprised of powerful yet opaque machine learning algorithms. While much of this work lends itself to concrete outcomes in the form of probability scores, advanced approaches typically preclude deeper insights in the form of psychological interpretatio...

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Detalles Bibliográficos
Autor principal: Boyd, Ryan L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042775/
https://www.ncbi.nlm.nih.gov/pubmed/30001373
http://dx.doi.org/10.1371/journal.pone.0200588
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author Boyd, Ryan L.
author_facet Boyd, Ryan L.
author_sort Boyd, Ryan L.
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description Modern authorship attribution methods are often comprised of powerful yet opaque machine learning algorithms. While much of this work lends itself to concrete outcomes in the form of probability scores, advanced approaches typically preclude deeper insights in the form of psychological interpretation. Additionally, few attribution methods exist for single-candidate authorship problems, most of which require large amounts of supplemental data to perform and none of which rely upon explicitly psychological measures. The current study introduces Mental Profile Mapping, a new authorship attribution technique for single-candidate authorship questions that is founded on previous scientific research pertaining to the nature of language and psychology. In the current study, baseline expectations for results and performance are set using an advanced technique known as “unmasking” on the test case of Aphra Behn, a 17(th) century English playwright. Following this, Mental Profile Mapping is introduced and tested for its psychometric properties, tested using a “bogus insertion” method, and then applied to canonical Aphra Behn plays. Results from both attribution methods suggest that 2 of 5 questioned plays are likely to have been authored by Behn, with the remaining 3 plays exhibiting a poor fit for Behn’s psychological fingerprint. Mental Profile Mapping results are then decomposed into deeper psychological interpretation, a quality unique to this new method.
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spelling pubmed-60427752018-07-26 Mental profile mapping: A psychological single-candidate authorship attribution method Boyd, Ryan L. PLoS One Research Article Modern authorship attribution methods are often comprised of powerful yet opaque machine learning algorithms. While much of this work lends itself to concrete outcomes in the form of probability scores, advanced approaches typically preclude deeper insights in the form of psychological interpretation. Additionally, few attribution methods exist for single-candidate authorship problems, most of which require large amounts of supplemental data to perform and none of which rely upon explicitly psychological measures. The current study introduces Mental Profile Mapping, a new authorship attribution technique for single-candidate authorship questions that is founded on previous scientific research pertaining to the nature of language and psychology. In the current study, baseline expectations for results and performance are set using an advanced technique known as “unmasking” on the test case of Aphra Behn, a 17(th) century English playwright. Following this, Mental Profile Mapping is introduced and tested for its psychometric properties, tested using a “bogus insertion” method, and then applied to canonical Aphra Behn plays. Results from both attribution methods suggest that 2 of 5 questioned plays are likely to have been authored by Behn, with the remaining 3 plays exhibiting a poor fit for Behn’s psychological fingerprint. Mental Profile Mapping results are then decomposed into deeper psychological interpretation, a quality unique to this new method. Public Library of Science 2018-07-12 /pmc/articles/PMC6042775/ /pubmed/30001373 http://dx.doi.org/10.1371/journal.pone.0200588 Text en © 2018 Ryan L. Boyd 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
Boyd, Ryan L.
Mental profile mapping: A psychological single-candidate authorship attribution method
title Mental profile mapping: A psychological single-candidate authorship attribution method
title_full Mental profile mapping: A psychological single-candidate authorship attribution method
title_fullStr Mental profile mapping: A psychological single-candidate authorship attribution method
title_full_unstemmed Mental profile mapping: A psychological single-candidate authorship attribution method
title_short Mental profile mapping: A psychological single-candidate authorship attribution method
title_sort mental profile mapping: a psychological single-candidate authorship attribution method
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042775/
https://www.ncbi.nlm.nih.gov/pubmed/30001373
http://dx.doi.org/10.1371/journal.pone.0200588
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