Time Series Analysis

  1. Practical Forecasting Considerations
    1. Forecast Horizon Selection
      1. Short-Term vs. Long-Term
        1. Forecast Accuracy Decay
          1. Business Requirements
          2. Data Frequency and Aggregation
            1. Temporal Aggregation Effects
              1. Mixed Frequency Models
                1. Bridge Equations
                2. Real-Time Forecasting
                  1. Data Revisions
                    1. Nowcasting
                      1. Model Updating
                      2. Forecast Communication
                        1. Uncertainty Communication
                          1. Scenario Analysis
                            1. Risk Assessment
                            2. Automated Forecasting
                              1. Model Selection Algorithms
                                1. Parameter Optimization
                                  1. Forecast Monitoring
                                  2. Special Situations
                                    1. Intermittent Demand
                                      1. Count Data
                                        1. Hierarchical Forecasting
                                          1. Forecast Reconciliation

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                                        14. Forecasting Evaluation and Model Selection

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                                        16. Software and Implementation