A Multilevel Wavelet Decomposition Network Hybrid Model Utilizing Cyclic Patterns for Stock Price Prediction

Table 4

Comparison table of evaluation criteria.

Models	MAE	RMSE
mWDN-LSTM	26.244	38.290	0.9703
CNN-LSTM	27.559	39.522	0.9655
LSTM	28.675	40.793	0.9632
RNN	29.914	41.849	0.9612
CNN	30.397	41.492	0.9619
MLP	37.757	49.371	0.9460
DWT-LSTM	9.391	12.775	0.9964

Note. The DWT-LSTM model achieves high precision with data leakage, which is impractical in real applications.