Research Article

A CNN-LSTM-Based Model to Forecast Stock Prices

Table 2

Parameter setting of CNN-LSTM.

ParametersValue

Convolution layer filters32
Convolution layer kernel_size1
Convolution layer activation functiontanh
Convolution layer paddingSame
Pooling layer pool_size1
Pooling layer paddingSame
Pooling layer activation functionRelu
Number of hidden units in LSTM layer64
LSTM layer activation functiontanh
Time_step10
Batch_size64
Learning rate0.001
OptimizerAdam
Loss functionmean_absolute_error
Epochs100