Análisis de sentimientos usando aprendizaje de máquina: aplicado a entrevistas laborales

Julio César Martínez Zarate; Sandra Patricia Mateus

doi:10.37467/gka-revtechno.v8.2116

Análisis de sentimientos usando aprendizaje de máquina: aplicado a entrevistas laborales

Revista Internacional de Tecnología, Ciencia y Sociedad ◽

10.37467/gka-revtechno.v8.2116 ◽

2019 ◽

Vol 8 (2) ◽

pp. 63-69

Author(s):

Julio César Martínez Zarate ◽

Sandra Patricia Mateus

Keyword(s):

Eye Tracking

En este trabajo, se propone un modelo de análisis de sentimientos aplicado a las entrevistas laborales utilizando aprendizaje de máquina. Se realizó un registro de fijaciones de la mirada con técnicas de “Eye Tracking”. Posteriormente, se analizaron diferentes algoritmos de aprendizaje de máquina para análisis de sentimientos, seleccionando aprendizaje de máquina supervisado con redes neuronales Artificiales. Una vez obtenido el modelo, puede aplicarse a entrevistas laborales para la selección de personal en las organizaciones, mediante la interpretación de los patrones oculares. La entrevista laboral es un proceso importante en la selección de personal con múltiples fines, incluso evaluar la personalidad.

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An Eye-Tracking Study on Audiovisual Speech Perception Strategies Adopted by Normal-Hearing and Deaf Adults Under Different Language Familiarities

Journal of Speech Language and Hearing Research ◽

10.1044/2020_jslhr-19-00223 ◽

2020 ◽

Vol 63 (7) ◽

pp. 2245-2254 ◽

Cited By ~ 1

Author(s):

Jianrong Wang ◽

Yumeng Zhu ◽

Yu Chen ◽

Abdilbar Mamat ◽

Mei Yu ◽

...

Keyword(s):

Speech Perception ◽

Eye Tracking ◽

Normal Hearing ◽

Audiovisual Speech ◽

Audiovisual Speech Perception ◽

Allocation Pattern ◽

Deaf Adults ◽

Bilingual Speaker ◽

Primary Hypothesis ◽

Standard Chinese

Purpose The primary purpose of this study was to explore the audiovisual speech perception strategies.80.23.47 adopted by normal-hearing and deaf people in processing familiar and unfamiliar languages. Our primary hypothesis was that they would adopt different perception strategies due to different sensory experiences at an early age, limitations of the physical device, and the developmental gap of language, and others. Method Thirty normal-hearing adults and 33 prelingually deaf adults participated in the study. They were asked to perform judgment and listening tasks while watching videos of a Uygur–Mandarin bilingual speaker in a familiar language (Standard Chinese) or an unfamiliar language (Modern Uygur) while their eye movements were recorded by eye-tracking technology. Results Task had a slight influence on the distribution of selective attention, whereas subject and language had significant influences. To be specific, the normal-hearing and the d10eaf participants mainly gazed at the speaker's eyes and mouth, respectively, in the experiment; moreover, while the normal-hearing participants had to stare longer at the speaker's mouth when they confronted with the unfamiliar language Modern Uygur, the deaf participant did not change their attention allocation pattern when perceiving the two languages. Conclusions Normal-hearing and deaf adults adopt different audiovisual speech perception strategies: Normal-hearing adults mainly look at the eyes, and deaf adults mainly look at the mouth. Additionally, language and task can also modulate the speech perception strategy.

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Activation and Persistence of Implicit Causality Information in Spoken Language Comprehension

Experimental Psychology (formerly Zeitschrift für Experimentelle Psychologie) ◽

10.1027/1618-3169/a000002 ◽

2010 ◽

Vol 57 (1) ◽

pp. 5-16 ◽

Cited By ~ 46

Author(s):

Pirita Pyykkönen ◽

Juhani Järvikivi

Keyword(s):

Eye Tracking ◽

Language Comprehension ◽

Spoken Language ◽

Visual World ◽

Implicit Causality ◽

Causality Information ◽

Spoken Language Comprehension

A visual world eye-tracking study investigated the activation and persistence of implicit causality information in spoken language comprehension. We showed that people infer the implicit causality of verbs as soon as they encounter such verbs in discourse, as is predicted by proponents of the immediate focusing account ( Greene & McKoon, 1995 ; Koornneef & Van Berkum, 2006 ; Van Berkum, Koornneef, Otten, & Nieuwland, 2007 ). Interestingly, we observed activation of implicit causality information even before people encountered the causal conjunction. However, while implicit causality information was persistent as the discourse unfolded, it did not have a privileged role as a focusing cue immediately at the ambiguous pronoun when people were resolving its antecedent. Instead, our study indicated that implicit causality does not affect all referents to the same extent, rather it interacts with other cues in the discourse, especially when one of the referents is already prominently in focus.

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