Title :
Affect-awareness framework for intelligent tutoring systems
Author :
Landowska, Agnieszka
Author_Institution :
Gdansk Univ. of Technol., Gdansk, Poland
Abstract :
The paper proposes a framework for construction of Intelligent Tutoring Systems (ITS), that take into consideration student emotional states and make affective interventions. The paper provides definitions of `affect-aware systems´ and `affective interventions´ and describes the concept of the affect-awareness framework. The proposed framework separates emotion recognition from its definition, processing and making decisions on interventions. The components of the proposed framework were described, including trustworthiness model and affect-aware control mechanisms, and a case study of the proposed framework implementation in GERDA Intelligent Tutoring System was also presented. Presented evidence allows to state, that affect-awareness framework allows to reduce the risk of unnecessary and disturbing application intervention and improves application adaptability and trustworthiness.
Keywords :
decision making; intelligent tutoring systems; psychology; trusted computing; GERDA intelligent tutoring system; affect-aware control mechanism; affect-aware systems; affect-awareness framework; affective intervention; application adaptability; decision making; disturbing application intervention; disturbing application intervention risk reduction; emotion recognition; student emotional state; trustworthiness model; unnecessary application intervention risk reduction; Algorithm design and analysis; Artificial intelligence; Computational modeling; Emotion recognition; Heuristic algorithms; Libraries; Uncertainty; Intelligent Tutoring Systems; affect-awareness; affective computing;
Conference_Titel :
Human System Interaction (HSI), 2013 The 6th International Conference on
Conference_Location :
Sopot
Print_ISBN :
978-1-4673-5635-0
DOI :
10.1109/HSI.2013.6577878