Research Article

Stock Market Prediction on High-Frequency Data Using Generative Adversarial Nets

Table 3

Network architecture of discriminative model .

LayerConfiguration

Convolution 1Filter , strides , LReLU
Convolution 2Filter , strides , LReLU, BN
Convolution 3Filter , strides , LReLU, BN
FC 1128, leaky ReLU
FC 22, sigmoid

Optimizer: SGD; batch size: 121; iterations: 10000; LReLU slope: 0.01.