J 2024

Leveraging response times in learning environments: opportunities and challenges

PELÁNEK, Radek

Basic information

Original name

Leveraging response times in learning environments: opportunities and challenges

Authors

Edition

User Modeling and User-Adapted Interaction, DORDRECHT, Springer Netherlands, 2024, 0924-1868

Other information

Language

English

Type of outcome

Článek v odborném periodiku

Country of publisher

Netherlands

Confidentiality degree

není předmětem státního či obchodního tajemství

Impact factor

Impact factor: 3.600 in 2022

Organization unit

Faculty of Informatics

UT WoS

001093209900001

Keywords in English

Response time; Student modeling; Personalization; Learning; Cheating

Tags

International impact, Reviewed
Změněno: 11/4/2024 10:32, doc. Mgr. Radek Pelánek, Ph.D.

Abstract

V originále

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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