Research Article

The Traffic Flow Prediction Method Using the Incremental Learning-Based CNN-LTSM Model: The Solution of Mobile Application

Table 3

Performance comparison results of different models.

ModelMREMAERMSE

AR0.581630.8228.24
ARIMA0.487016.5622.78
kNN-50.283212.4317.26
kNN-100.276212.0216.78
SVM0.674918.8123.43
LSTM0.553818.2023.41
DeepST0.299812.36.18.18
ST-ResNet0.267712.3116.69
TF-Net0.24809.3515.68
IL-TFNet-10.261410.4716.35
IL-TFNet-20.25419.3115.51
IL-TFNet-30.25169.2615.27