Table 5 Comparing the MDL approach (AUROC = 0.9153) with each data set of others methods using T-test and Mann–Whitney-U hypothesis testing
From: Gene prediction of aging-related diseases based on DNN and Mashup
Algorithms | Feature combination | AUROC | T-test | Mann–Whitney-U test p value | ||
|---|---|---|---|---|---|---|
p value | Greater | Two-side | Less | |||
Encoder1 | Concat. M | 0.8881 | 0.0045 | 0.0021 | 0.0043 | 0.9980 |
Concat. P&G | 0.7955 | 1.721e−09 | 4.428e−08 | 8.857e−08 | 1.0000 | |
Encoder2 | Concat. P&G | 0.9095 | 0.1256 | 0.0261 | 0.0522 | 0.9739 |
GBT | Concat. M | 0.7301 | 6.778e−09 | 4.523e−08 | 9.046e−08 | 1.0000 |
Concat. P&G | 0.8503 | 0.0001 | 4.146e−05 | 8.292e−05 | 1.0000 | |
LR | Concat. M | 0.8760 | 1.704e−06 | 1.461e−07 | 2.922e−07 | 1.0000 |
Concat. P&G | 0.8777 | 4.071e−07 | 1.094e−07 | 2.189e−07 | 1.0000 | |