Forecasting and Analytics with the Augmented Dynamic Adaptive Model (ADAM)

Forecasting and Analytics with the Augmented Dynamic Adaptive Model (ADAM) portes grátis

Forecasting and Analytics with the Augmented Dynamic Adaptive Model (ADAM)

Svetunkov, Ivan

Taylor & Francis Ltd

11/2023

466

Dura

Inglês

9781032590370

15 a 20 dias

Descrição não disponível.
1. Introduction 2. Forecasts evaluation 3. Time series components and simple forecasting methods 4. Introduction to ETS 5. Pure additive ADAM ETS 6. Pure multiplicative ADAM ETS 7. General ADAM ETS model 8. Introduction to ARIMA 9. ADAM ARIMA 10. Explanatory variables in ADAM 11. Estimation of ADAM 12. Multiple frequencies in ADAM 13. Intermittent State Space Model 14. Model diagnostics 15. Model selection and combinations in ADAM 16. Handling uncertainty in ADAM 17. Scale model for ADAM 18. Forecasting with ADAM 19. Forecasting functions of the smooth package 20. What's next?
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state space modeling;intermittent demand forecasting;statistical learning methods;multiple seasonality analysis;explanatory variables time series;demand pattern diagnostics;advanced time series model selection