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Issue title: Recent Advances in Language & Knowledge Engineering
Guest editors: David Pinto, Beatriz Beltrán and Vivek Singh
Article type: Research Article
Authors: Sierra, Gerardoa; * | Hernández-García, Tonatiuha | Gómez-Adorno, Helenab | Bel-Enguix, Gemmaa
Affiliations: [a] Instituto de Ingeniería, Universidad Nacional Autónoma de México, Ciudad de México, México | [b] Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Ciudad de México, México
Correspondence: [*] Corresponding author. Instituto de Ingeniería, Universidad Nacional Autónoma de México, Ciudad de México, México. E-mail: [email protected].
Note: [1] This paper has been supported by projects PAPIIT TA100520/TA400121, CONACYT CB A1-S-27780.
Abstract: In this paper, we present authorship attribution methods applied to ¡El Mondrigo! (1968), a controversial text supposedly created by order of the Mexican Government to defame a student strike. Up to now, although the authorship of the book has been attributed to several journalists and writers, it could not be demonstrated and remains an open problem. The work aims at establishing which one of the most commonly attributed writers is the real author. To do that, we implement methods based on stylometric features using textual distance, supervised, and unsupervised learning. The distance-based methods implemented in this work are Kilgarriff and Delta of Burrows, an SVM algorithm is used as the supervised method, and the k-means algorithm as the unsupervised algorithm. The applied methods were consistent by pointing out a single author as the most likely one.
Keywords: Machine learning, stylometry, authorship attribution
DOI: 10.3233/JIFS-219236
Journal: Journal of Intelligent & Fuzzy Systems, vol. 42, no. 5, pp. 4473-4480, 2022
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