Time Series Forecasting, Classification, Deep Learning, Recurrent Neural Network, Missing Data.
gives you a review of the existed methods and then a thorough illustration of GRU-D (based on Gated Recurrent Unit) to deal with missing points. source There are several reasons that we can consider for having missing data points: unexpected events, saving costs, anomalies, inconvenience,