Recent advances in deep learning, especially the long short-term memory (LSTM) networks, provide some useful insights on how to tackle time series prediction problems, not mention development of a model itself for prediction. Runoff forecasting is problem with past runoff data (water level and discharge data) as inputs fixed-length future output. Most previous work paid attention sufficiency in...