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Exploration of the stacking ensemble machine learning algorithm for cheating detection in large-scale assessment
T Zhou, H Jiao - Educational and Psychological …, 2023 - journals.sagepub.com
Cheating detection in large-scale assessment received considerable attention in the extant
literature. However, none of the previous studies in this line of research investigated the …
literature. However, none of the previous studies in this line of research investigated the …
Detecting preknowledge cheating via innovative measures: A mixture hierarchical model for jointly modeling item responses, response times, and visual fixation …
Preknowledge cheating jeopardizes the validity of inferences based on test results. Many
methods have been developed to detect preknowledge cheating by jointly analyzing item …
methods have been developed to detect preknowledge cheating by jointly analyzing item …
Identifying Generative Artificial Intelligence Chatbot Use on Multiple-Choice, General Chemistry Exams Using Rasch Analysis
B Sorenson, K Hanson - Journal of Chemical Education, 2024 - ACS Publications
Generative artificial intelligence (AI) technology is expected to have a profound impact on
chemical education. While there are certainly positive uses, some of which are being …
chemical education. While there are certainly positive uses, some of which are being …
Leveraging response times in learning environments: opportunities and challenges
R Pelánek - User Modeling and User-Adapted Interaction, 2024 - Springer
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 …
can be used for multiple purposes, such as modeling student knowledge and affect, domain …
Using process data to improve classification accuracy of cognitive diagnosis model
K Liang, D Tu, Y Cai - Multivariate Behavioral Research, 2023 - Taylor & Francis
With the advance of computer-based assessments, many process data, such as response
times (RTs), action sequences, Eye-tracking data, the log data for collaborative problem …
times (RTs), action sequences, Eye-tracking data, the log data for collaborative problem …
Incidental learning of semantically transparent and opaque Chinese compounds from reading: An eye-tracking approach
Using eye-tracking, this study examined the role of semantic transparency in L2 learners'
incidental learning of compounds from reading and how real-time processing of novel …
incidental learning of compounds from reading and how real-time processing of novel …
Detecting cheating in large-scale assessment: The transfer of detectors to new tests
J Ranger, N Schmidt, A Wolgast - Educational and …, 2023 - journals.sagepub.com
Recent approaches to the detection of cheaters in tests employ detectors from the field of
machine learning. Detectors based on supervised learning algorithms achieve high …
machine learning. Detectors based on supervised learning algorithms achieve high …
Cognitive diagnosis modeling incorporating response times and fixation counts: Providing comprehensive feedback and accurate diagnosis
Respondents' problem-solving behaviors comprise behaviors that represent complicated
cognitive processes that are frequently systematically tied to one another. Biometric data …
cognitive processes that are frequently systematically tied to one another. Biometric data …
Multiple‐group joint modeling of item responses, response times, and action counts with the Conway‐Maxwell‐Poisson distribution
Multiple group modeling is one of the methods to address the measurement noninvariance
issue. Traditional studies on multiple group modeling have mainly focused on item …
issue. Traditional studies on multiple group modeling have mainly focused on item …
An ensemble learning approach based on TabNet and machine learning models for cheating detection in educational tests
Y Zhen, X Zhu - Educational and Psychological …, 2024 - journals.sagepub.com
The pervasive issue of cheating in educational tests has emerged as a paramount concern
within the realm of education, prompting scholars to explore diverse methodologies for …
within the realm of education, prompting scholars to explore diverse methodologies for …