Emotion Recognition in Intelligent Tutoring Systems for Android-Based Mobile Devices

被引:0
|
作者
Zatarain Cabada, Ramon [1 ]
Lucia Barron-Estrada, Maria [1 ]
Alor-Hernandez, Giner [2 ]
Alberto Reyes-Garcia, Carlos [3 ]
机构
[1] Inst Tecnol Culiacan, Culiacan 80220, Mexico
[2] Inst Tecnol Orizaba, Orizaba 94320, Veracruz, Mexico
[3] INAOE, Puebla 72840, Mexico
关键词
Intelligent Tutoring Systems; Affective Computing; Social Intelligence; Artificial Neural Networks; Mobile learning; LEARNERS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a Web-based system aimed at learning basic mathematics. The Web-based system includes different components like a social network for learning, an intelligent tutoring system and an emotion recognizer. We have developed the system with the goal of being accessed from any kind of computer platform and Android-based mobile device. We have also built a neural-fuzzy system for the identification of student emotions and a fuzzy system for tracking student's pedagogical states. We carried out different experiments with the emotion recognizer where we obtained a success rate of 96%. Furthermore, the system (including the social network and the intelligent tutoring system) was tested with real students and the obtained results were very satisfying.
引用
收藏
页码:494 / 504
页数:11
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