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Analysis of Knowledge Tracing performance on synthesised student data. (arXiv:2401.16832v1 [cs.CY])
cs.LG updates on arXiv.org arxiv.org
Knowledge Tracing (KT) aims to predict the future performance of students by
tracking the development of their knowledge states. Despite all the recent
progress made in this field, the application of KT models in education systems
is still restricted from the data perspectives: 1) limited access to real life
data due to data protection concerns, 2) lack of diversity in public datasets,
3) noises in benchmark datasets such as duplicate records. To resolve these
problems, we simulated student data with …
analysis application arxiv cs.cy data development education future knowledge life performance perspectives progress students systems tracing tracking