Multilayer Long Short-Term Memory (LSTM) Neural Networks in Time Series Analysis

Traditional methods that deal with time series analysis problems are based on statistical models. The latest methods that solve time series analysis problems are based on the use of a special architecture of recurrent neural networks known as Long Short-Term Memory Networks. This paper presents solutions that address the prediction of product sales on a monthly basis.