Forecasting ModelsΒΆ
- Baseline Models (LocalForecastingModel)
- Statistical Models (LocalForecastingModel)
- Regression Models (GlobalForecastingModel)
- PyTorch (Lightning)-based Models (GlobalForecastingModel)
- Ensemble Models (GlobalForecastingModel)
- ARIMA
- AutoARIMA
- Baseline Models
- Block Recurrent Neural Networks
- CatBoost model
- Croston method
- D-Linear
- Exponential Smoothing
- Fast Fourier Transform
- Kalman Filter Forecaster
- LightGBM Model
- Linear Regression model
- N-BEATS
- N-HiTS
- N-Linear
- Facebook Prophet
- Random Forest
- Regression ensemble model
- Regression Model
- Recurrent Neural Networks
- StatsForecastAutoARIMA
- StatsForecastAutoCES
- StatsForecastAutoETS
- StatsForecastAutoTheta
- BATS and TBATS
- Temporal Convolutional Network
- Temporal Fusion Transformer (TFT)
- Theta Method
- Time-series Dense Encoder (TiDE)
- TorchForecastingModel
- Transformer Model
- VARIMA
- XGBoost Model