dynamic nature of data. Developing an accurate stock prediction method can help investors
in making profitable decisions by reducing the investment risks. This paper proposes a deep
learning-based method for significantly improving the stock prediction accuracy using deep
learning-based methods. Two well-known methods were investigated, namely one
dimensional Convolutional Neural Network (1D-CNN) and the Long Short-Term Memory …