Human and computer estimations of predictability of words on written language

When we read printed text, we continuously predict the follow words in order to integrate information and direct future eye movements to forthcoming words. Thus the Predictability has become one the most important variables when explaining human behavior and information processing during reading. In...

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Autores principales: Bianchi, Bruno, Carrillo, Facundo, Fernández Slezak, Diego, Kamienkowski, Juan E., Shalom, Diego E.
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2014
Materias:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/41731
http://43jaiio.sadio.org.ar/proceedings/ASAI/13.pdf
Aporte de:
id I19-R120-10915-41731
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Inteligencia Artificial
spellingShingle Ciencias Informáticas
Inteligencia Artificial
Bianchi, Bruno
Carrillo, Facundo
Fernández Slezak, Diego
Kamienkowski, Juan E.
Shalom, Diego E.
Human and computer estimations of predictability of words on written language
topic_facet Ciencias Informáticas
Inteligencia Artificial
description When we read printed text, we continuously predict the follow words in order to integrate information and direct future eye movements to forthcoming words. Thus the Predictability has become one the most important variables when explaining human behavior and information processing during reading. In this study we present results of word predictability in long Spanish texts, estimated from human responses in a massive web-based task. We used Latent Semantic Analysis (LSA) as a way to estimate human-based predictability values computationally. We validated the human estimation of predictability with local and global properties of the text, and we showed that LSA-distance on adequate timescale captures some semantic aspects of the prediction.
format Objeto de conferencia
Objeto de conferencia
author Bianchi, Bruno
Carrillo, Facundo
Fernández Slezak, Diego
Kamienkowski, Juan E.
Shalom, Diego E.
author_facet Bianchi, Bruno
Carrillo, Facundo
Fernández Slezak, Diego
Kamienkowski, Juan E.
Shalom, Diego E.
author_sort Bianchi, Bruno
title Human and computer estimations of predictability of words on written language
title_short Human and computer estimations of predictability of words on written language
title_full Human and computer estimations of predictability of words on written language
title_fullStr Human and computer estimations of predictability of words on written language
title_full_unstemmed Human and computer estimations of predictability of words on written language
title_sort human and computer estimations of predictability of words on written language
publishDate 2014
url http://sedici.unlp.edu.ar/handle/10915/41731
http://43jaiio.sadio.org.ar/proceedings/ASAI/13.pdf
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