Table 5 Comparison of classification algorithms on antenatal depression dataset.
From: A comprehensive psychological tendency prediction model for pregnant women based on questionnaires
Algorithm | Dim | F score (%) | Runtime (s) |
|---|---|---|---|
SVDD | 147 | 85.26 | 3087.11 |
SA-SVDD | 147 | 86.65 | 2654.4 |
CNN | 147 | 56.60 | 61.99 |
LSTM | 147 | 48.14 | 172.84 |
LSTM-Capsule | 147 | 54.47 | 347.29 |
LSTM-Attention | 147 | 48.14 | 132.93 |
SAE-SVDD | 110 | 87.87 | 2098.24 |
90 | 87.96 | 1504.74 | |
30 | 87.63 | 431.68 |
