Table 2.
Average AUC value for different methods with different settings on Binary data (B) and Continuous Data (C)
| Pheno | n | σ | k | LSTM | DMM | LMM | UT | LASSO | AL | PL | MAPIT |
|---|---|---|---|---|---|---|---|---|---|---|---|
| C | 500 | 5 | 10 | 0.68 | 0.73 | 0.57 | 0.58 | 0.50 | 0.50 | 0.50 | 0.56 |
| C | 500 | 5 | 50 | 0.54 | 0.58 | 0.51 | 0.55 | 0.50 | 0.50 | 0.50 | 0.51 |
| C | 500 | 10 | 10 | 0.62 | 0.66 | 0.54 | 0.54 | 0.50 | 0.50 | 0.50 | 0.54 |
| C | 500 | 10 | 50 | 0.54 | 0.58 | 0.51 | 0.54 | 0.50 | 0.50 | 0.50 | 0.51 |
| C | 1000 | 5 | 10 | 0.77 | 0.80 | 0.68 | 0.67 | 0.50 | 0.50 | 0.50 | 0.53 |
| C | 1000 | 5 | 50 | 0.56 | 0.58 | 0.51 | 0.52 | 0.50 | 0.50 | 0.50 | 0.52 |
| C | 1000 | 10 | 10 | 0.68 | 0.71 | 0.63 | 0.57 | 0.50 | 0.50 | 0.50 | 0.51 |
| C | 1000 | 10 | 50 | 0.52 | 0.53 | 0.51 | 0.51 | 0.50 | 0.50 | 0.50 | 0.53 |
| B | 500 | 5 | 10 | 0.59 | 0.60 | 0.51 | 0.52 | 0.50 | 0.50 | 0.50 | 0.51 |
| B | 500 | 5 | 50 | 0.55 | 0.55 | 0.51 | 0.52 | 0.50 | 0.50 | 0.50 | 0.50 |
| B | 500 | 10 | 10 | 0.65 | 0.66 | 0.52 | 0.57 | 0.50 | 0.50 | 0.50 | 0.51 |
| B | 500 | 10 | 50 | 0.53 | 0.54 | 0.51 | 0.52 | 0.50 | 0.50 | 0.50 | 0.50 |
| B | 1000 | 5 | 10 | 0.59 | 0.58 | 0.51 | 0.53 | 0.50 | 0.50 | 0.50 | 0.51 |
| B | 1000 | 5 | 50 | 0.55 | 0.54 | 0.51 | 0.52 | 0.50 | 0.50 | 0.50 | 0.51 |
| B | 1000 | 10 | 10 | 0.66 | 0.65 | 0.51 | 0.54 | 0.50 | 0.50 | 0.50 | 0.51 |
| B | 1000 | 10 | 50 | 0.52 | 0.52 | 0.50 | 0.51 | 0.50 | 0.50 | 0.50 | 0.50 |