BERT-m7G: A Transformer Architecture Based on BERT and Stacking Ensemble to Identify RNA N7-Methylguanosine Sites from Sequence Information

Table 1

The prediction results of different feature selection methods.

Methods	SN (%)	SP (%)	ACC (%)	MCC	Optimal
EN	95.68	95.01	95.34	0.9074	473
XGBoost	91.50	92.18	91.84	0.8375	753
LightGBM	90.15	90.42	90.28	0.8069	2206
Boruta	89.20	90.15	89.68	0.7953	1090
SVD	87.72	87.85	87.78	0.7570	473
PCA	87.45	87.59	87.52	0.7522	473
SE	86.24	86.78	86.51	0.7312	473
LLE	83.13	82.73	82.93	0.6603	473
All	88.66	87.73	88.19	0.7651	31488