An Intelligent Learning Environment for Computational Thinking



Document title: An Intelligent Learning Environment for Computational Thinking
Journal: Computación y sistemas
Database:
System number: 000560514
ISSN: 1405-5546
Authors: 1
1
1
2
Institutions: 1Tecnológico Nacional de México, División de Estudios de Posgrado e Investigación, Culiacán, Sinaloa. México
2Centro de Investigación Científica y de Investigación Superior de Ensenada, Departamento en Ciencias de la Computación, Ensenada, Baja California. México
Year:
Season: Jul-Sep
Volumen: 24
Number: 3
Pages: 1199-1210
Country: México
Language: Inglés
Document type: Artículo
English abstract In this work, we present a novel intelligent environment for learning the core concepts of Computational Thinking. This learning environment can recognize learning-centered emotions presented by the students, performing different interventions automatically, depending on the students’ affective states. Tests were conducted to compare learning gain, and additionally, an acceptance technology model was applied to validate the students’ acceptance of this learning tool. During the cognitive evaluation, a control group had an average increase in score of MD =.636 while an experimental group reported an increase of MD =.772, which indicate a greater gain in knowledge for the experimental group. During the experiment, the system inferred a total of 2,139 emotions from the students. 56.66% of these emotions were in the categories of committed and interested, 42.22% belonged to excited and concentrated, and only 1.22% of the values were in the category of bored.
Disciplines: Ciencias de la computación
Keyword: Inteligencia artificial
Keyword: Computational thinking,
Serious game,
Emotion recognition,
Gamification,
Visual programming,
Artificial intelligence
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