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Embedding cognitive framework with self-attention for interpretable knowledge tracing

Recently, deep neural network-based cognitive models such as deep knowledge tracing have been introduced into the field of learning analytics and educational data mining. Despite an accurate predictive performance of such models, it is challenging to interpret their behaviors and obtain an intuitive...

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Detalles Bibliográficos
Autores principales: Pu, Yanjun, Wu, Wenjun, Peng, Tianhao, Liu, Fang, Liang, Yu, Yu, Xin, Chen, Ruibo, Feng, Pu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584970/
https://www.ncbi.nlm.nih.gov/pubmed/36266397
http://dx.doi.org/10.1038/s41598-022-22539-9