Spatial Data Science

  1. Spatial Statistics and Modeling
    1. Geostatistical Analysis
      1. Theory of Regionalized Variables
        1. Spatial Continuity
          1. Stationarity Assumptions
            1. Isotropy and Anisotropy
            2. Variogram Analysis
              1. Experimental Variogram
                1. Theoretical Variogram Models
                  1. Spherical Model
                    1. Exponential Model
                      1. Gaussian Model
                        1. Linear Model
                        2. Variogram Parameters
                          1. Nugget Effect
                            1. Sill
                              1. Range
                              2. Anisotropic Variograms
                              3. Spatial Interpolation Methods
                                1. Deterministic Methods
                                  1. Inverse Distance Weighting
                                    1. Spline Interpolation
                                      1. Trend Surface Analysis
                                      2. Geostatistical Methods
                                        1. Simple Kriging
                                          1. Ordinary Kriging
                                            1. Universal Kriging
                                              1. Co-Kriging
                                                1. Indicator Kriging
                                                2. Interpolation Validation
                                                  1. Cross-Validation
                                                    1. Error Assessment
                                                      1. Uncertainty Quantification
                                                  2. Spatial Regression Analysis
                                                    1. Spatial Dependence in Regression
                                                      1. Spatial Lag Dependence
                                                        1. Spatial Error Dependence
                                                          1. Spatial Durbin Model
                                                          2. Spatial Weight Matrices
                                                            1. Contiguity-based Weights
                                                              1. Queen Contiguity
                                                                1. Rook Contiguity
                                                                2. Distance-based Weights
                                                                  1. Fixed Distance
                                                                    1. K-Nearest Neighbors
                                                                      1. Inverse Distance
                                                                      2. Weight Matrix Standardization
                                                                      3. Spatial Regression Models
                                                                        1. Spatial Lag Model
                                                                          1. Spatial Error Model
                                                                            1. Spatial Durbin Model
                                                                              1. Model Selection Criteria
                                                                              2. Geographically Weighted Regression
                                                                                1. Local Parameter Estimation
                                                                                  1. Bandwidth Selection
                                                                                    1. Model Diagnostics
                                                                                      1. Interpretation of Results
                                                                                      2. Spatio-Temporal Regression
                                                                                        1. Panel Data Models
                                                                                          1. Space-Time Interaction
                                                                                            1. Dynamic Spatial Models

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                                                                                        5. Spatial Operations and Geoprocessing

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                                                                                        7. Spatial Machine Learning