Table 3 Comparison of classification algorithms.
From: A comprehensive psychological tendency prediction model for pregnant women based on questionnaires
Algorithm | Adult | Madelon | Protein | ||||||
|---|---|---|---|---|---|---|---|---|---|
Dim | F score (%) | Runtime (s) | Dim | F score (%) | Runtime (s) | Dim | F score (%) | Runtime (s) | |
SVDD | 119 | 83.23 | 503.72 | 500 | 70.43 | 3302.14 | 357 | 58.81 | 1428.04 |
SA-SVDD | 119 | 84.12 | 204.26 | 500 | 70.68 | 3086.93 | 357 | 59.26 | 697.93 |
CNN | 119 | 72.51 | 2.31 | 500 | 54.56 | 98.09 | 357 | 66.52 | 418.05 |
LSTM | 119 | 43.16 | 3.52 | 500 | 40.27 | 273 | 357 | 73.98 | 1909 |
LSTM-Capsule | 119 | 75.99 | 5.72 | 500 | 44.67 | 413.55 | 357 | 67.11 | 2679.38 |
LSTM-Attention | 119 | 43.27 | 3.69 | 500 | 57.04 | 221.07 | 357 | 68.17 | 1095.49 |
SAE-SVDD | 80 | 84.52 | 195.7 | 400 | 72.31 | 718.26 | 250 | 60.11 | 325.61 |
60 | 86.21 | 150.19 | 300 | 72.93 | 121.39 | 100 | 60.15 | 105.35 | |
10 | 86.10 | 94.7 | 100 | 71.52 | 67.49 | 10 | 58.98 | 46.56 | |
