Wonbin Ahn

Multi-Resolution Sequence Aggregation and Model-Agnostic Framework for Time-Series Forecasting

In time-series forecasting, signals such as traffic volume collected in the real world are noisy and irregularly sampled due to sensor malfunctions, so it is difficult to make accurate prediction. To resolve such difficulty, downsampling can be used to reduce noise and allow capturing slow trend of…