Research on Disease Prediction Method Based on R-Lookahead-LSTM

Table 7

Comparison of LSTM models with different optimization algorithms.

Classifiers	Measures
	Accuracy	Precision	Recall	F1-score	Specificity	MCC
LSTM	0.739870	0.727797	0.776074	0.751161	0.702801	0.480341
RMSp-LSTM	0.770312	0.756012	0.806160	0.780281	0.733607	0.541419
Adam-LSTM	0.784808	0.769447	0.820487	0.794148	0.748276	0.570503
RAdam-LSTM	0.813800	0.796318	0.849140	0.821881	0.777614	0.628672
Lookahead-LSTM	0.828296	0.809754	0.863467	0.835748	0.792283	0.657757
R-Lookahead-LSTM	0.857287	0.836625	0.892120	0.863481	0.821622	0.715926