Table 3:
Averaged prediction accuracy (top-k recall) and incurred time (sec) of DDL and baseline methods (with standard deviation) on TRUVEN dataset. Higher top-k recall implies better performance.
Model | Top-50 recall | Top-30 recall | Time |
---|---|---|---|
LR | 0.753 ± 0.002 | 0.605 ± 0.002 | 43.0 ± 1.2 |
DictLearn | 0.752 ± 0.002 | 0.610 ± 0.002 | 84.2 ± 2.0 |
DAPS | 0.773 ± 0.003 | 0.621 ± 0.002 | 232 ± 34 |
RNN | 0.783 ± 0.003 | 0.630 ± 0.002 | 113.0 ± 8.2 |
RETAIN | 0.786 ± 0.007 | 0.632 ± 0.005 | 134.4 ± 12.0 |
DDL | 0.791 ± 0.004 | 0.634 ± 0.003 | 624 ± 34 |
DDL w.o. decoder | 0.780 ± 0.05 | 0.627 ± 0.005 | 427 ± 31 |