FreqCycle: A Multi-Scale Time-Frequency Analysis Method for Time Series Forecasting

Boya Zhang, Shuaijie Yin, Huiwen Zhu +1

Mining time-frequency features is critical for time series forecasting. Existing research has predominantly focused on modeling low-frequency patterns, where most time series energ…