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https://arxiv.org/pdf/1806.02180.pdf
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Deep Knowledge Tracing (DKT)では、下記の問題がある:
DKT+では、DKTのloss functionに対して3つのregularization termを追加することで上記問題に対処している。 DKT+はDKTの性能を落とすことなく、上記2問題を緩和できたとのこと。
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実装: https://github.com/ckyeungac/deep-knowledge-tracing-plus
DKT+とDKTのheatmapを比較すると、問題点は確かに緩和されているかもしれないが、 依然としてinputはreconstructionされていないし、習熟度も乱高下しているように見える。 根本的な解決にはなっていないのでは。
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https://arxiv.org/pdf/1806.02180.pdf
The text was updated successfully, but these errors were encountered: