Ecological Modeling

  1. Model Evaluation and Selection
    1. Sensitivity Analysis Techniques
      1. One-at-a-Time Analysis
        1. Parameter Perturbation
          1. Elasticity Analysis
          2. Global Sensitivity Analysis
            1. Variance-Based Methods
              1. Sobol Indices
                1. Morris Method
                  1. Regression-Based Methods
                  2. Sensitivity Indices Interpretation
                  3. Uncertainty Analysis Methods
                    1. Uncertainty Sources
                      1. Parameter Uncertainty
                        1. Model Structure Uncertainty
                          1. Input Data Uncertainty
                            1. Scenario Uncertainty
                            2. Uncertainty Quantification
                              1. Monte Carlo Simulation
                                1. Latin Hypercube Sampling
                                  1. Polynomial Chaos Expansion
                                  2. Uncertainty Propagation
                                    1. Forward Propagation
                                      1. Confidence Intervals
                                        1. Prediction Intervals
                                      2. Model Comparison and Selection
                                        1. Information-Theoretic Approaches
                                          1. Akaike Information Criterion
                                            1. Bayesian Information Criterion
                                              1. Deviance Information Criterion
                                                1. Model Weights
                                                2. Cross-Validation Methods
                                                  1. K-Fold Cross-Validation
                                                    1. Leave-One-Out Cross-Validation
                                                      1. Spatial Cross-Validation
                                                        1. Temporal Cross-Validation
                                                        2. Pattern-Oriented Modeling
                                                          1. Multiple Pattern Matching
                                                            1. Pattern Hierarchy
                                                              1. Emergent Pattern Validation
                                                              2. Model Averaging
                                                                1. Bayesian Model Averaging
                                                                  1. Frequentist Model Averaging
                                                                    1. Ensemble Predictions

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                                                                8. Advanced Modeling Techniques

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                                                                10. Applications in Conservation and Management