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

Figure 8

Redesigned convolutional operation matrix, where and , is the size of input series at the i-th level decomposition, are random values that satisfy , and .