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Computational Analysis of the Evolution of Atypical Language Caused by a Head Injury
Marisol Roldán-Palacios
Aurelio López-López
Acceso Abierto
Atribución-NoComercial-SinDerivadas
Feature relationship
Variability
Trajectory
Narrative
Language disorders
Head injury
Sequelae of language disorder as a result of head injuries is a problem that, beyond remaining stable, tends to increase, according to evidence reported in different studies. Therefore, language impairments require interdisciplinary attention. From the perspective of Computational Science, aimed at providing information for a more precise characterization of these alterations, a solution involves different aspects. In particular, the limited data available due to the complexity in the collection of samples, the involved costs, or the insufficient availability of specialists. When alterations in language competences are the subject of study, data extension or augmentation techniques are not applicable. So with scarce data, prevailing data mining techniques are not appropriate to examine it. Therefore, in the present investigation an approach with alternative methods to study the data is proposed. We propose a trajectory representation of the narrative sample, after having identified the need to track the variability of the relationship among features over time. The aforementioned with the purpose of evaluating their contribution in the discrimination of language disorders analyzed, in addition to the aim of generating knowledge to comprehend language development.. The hypothesis that guides us is that, based on the study of the internal evolution of narrative instances, we can monitor this variability. The analysis of features as a path also leads us to develop a comparison process in terms of proximity. This as part of the formulation of a complete technique for tracking this variation in the relationship among features, which comprise the recovery period primarily for instances of the narrative task of retelling a story.
Instituto Nacional de Astrofísica, Óptica y Electrónica
2025-03
Reporte
Inglés
Estudiantes
Investigadores
Público en general
Roldán Palacios M., and López López, A., (2025), Computational Analysis of the Evolution of Atypical Language Caused by a Head Injury, Reporte Técnico, Instituto Nacional de Astrofísica, Óptica y Electrónica.
OTRAS ESPECIALIDADES TECNOLÓGICAS
Versión aceptada
acceptedVersion - Versión aceptada
Aparece en las colecciones: Reportes Técnicos de Ciencias Computacionales

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