Table 3 Comparison of experimental results.
From: Embedding cognitive framework with self-attention for interpretable knowledge tracing
Method | DKT | SAKT | EAKT-Q | EAKT-P | EAKT | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
KC.num | AUC | Loss | KC.num | AUC | Loss | KC.num | AUC | Loss | KC.num | AUC | Loss | KC.num | AUC | Loss | |
ASSIST2009 | 30 | 81.4 | 0.31 | 30 | 79.9 | 0.32 | 30 | 84.0 | 1.47 | 30 | 84.0 | 1.61 | 30 | 84.6 | 1.48 |
ASSIST2015 | 10 | 70.2 | 2.39 | 10 | 74.1 | 1.66 | 10 | 78.7 | 5.05 | 10 | 75.0 | 5.35 | 10 | 80.0 | 5.62 |
ASSIST2017 | 10 | 71.8 | 10.03 | 10 | 66.6 | 10.30 | 10 | 69.0 | 1.57 | 10 | 69.5 | 2.93 | 10 | 69.5 | 1.54 |
Simu | 10 | 81.7 | 20.39 | 10 | 90.0 | 5.67 | 10 | 90.3 | 4.72 | 10 | 90.0 | 4.60 | 10 | 90.5 | 4.59 |
