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Rolling forecasts5 days ago
Introduction | Load packages | Prepare the data | Define the rolling forecast setup | Create rolling training windows | Train the ESN models | Generate rolling forecasts | Evaluate forecast accuracy | Visualize the rolling forecasts | Summary
Base functions5 days ago
Load package | Prepare dataset | ESN architecture and automatic model selection | Train ESN model | Forecast ESN model | Hyperparameter tuning
Datasets5 days ago
Introduction | Load packages | M4 data | Synthetic data
Multiple models5 days ago
Load package | Prepare dataset | Train ESN model | Forecast ESN model
Expanding window approach1 months ago
Installation | Example | Data preparation | Split data into training and testing | Training and forecasting | Visualize rolling forecasts | Forecast accuracy | Forecast accuracy by forecast horizon | Forecast accuracy by split | Summary
Fixed window approach1 months ago
Installation | Example | Data preparation | Split data into training and testing | Training and forecasting | Evaluation of forecast accuracy | Forecast accuracy by forecast horizon | Forecast accuracy by split | Summary
Visualization of time series data1 months ago
Installation | Example | Data preparation | Line charts | Bar charts | Distributions | Histograms | Density | QQ-Plot | Summary