Yanhu Xie

Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective

Deep learning models have progressively advanced time series forecasting due to their powerful capacity in capturing sequence dependence. Nevertheless, it is still challenging to make accurate predictions due to the existence of non-stationarity in real-world data, denoting the data distribution rap…