PELÁNEK, Radek. Leveraging response times in learning environments: opportunities and challenges. User Modeling and User-Adapted Interaction. DORDRECHT: Springer Netherlands, 2024, 24 pp. ISSN 0924-1868. Available from: https://dx.doi.org/10.1007/s11257-023-09386-7.
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Basic information
Original name Leveraging response times in learning environments: opportunities and challenges
Authors PELÁNEK, Radek.
Edition User Modeling and User-Adapted Interaction, DORDRECHT, Springer Netherlands, 2024, 0924-1868.
Other information
Original language English
Type of outcome Article in a journal
Country of publisher Netherlands
Confidentiality degree is not subject to a state or trade secret
Impact factor Impact factor: 3.600 in 2022
Organization unit Faculty of Informatics
Doi http://dx.doi.org/10.1007/s11257-023-09386-7
UT WoS 001093209900001
Keywords in English Response time; Student modeling; Personalization; Learning; Cheating
Tags International impact, Reviewed
Changed by Changed by: doc. Mgr. Radek Pelánek, Ph.D., učo 4297. Changed: 11/4/2024 10:32.
Abstract
Computer-based learning environments can easily collect student response times. These can be used for multiple purposes, such as modeling student knowledge and affect, domain modeling, and cheating detection. However, to fully leverage them, it is essential to understand the properties of response times and associated caveats. In this study, we delve into the properties of response time distributions, including the influence of aberrant student behavior on response times. We then provide an overview of modeling approaches that use response times and discuss potential applications of response times for guiding the adaptive behavior of learning environments.
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