Spatial Data Science

  1. Advanced Spatial Analysis Topics
    1. Network Analysis
      1. Network Data Structures
        1. Nodes and Vertices
          1. Network Topology
            1. Attribute Data
            2. Network Algorithms
              1. Shortest Path Analysis
                1. Dijkstra's Algorithm
                  1. A* Algorithm
                    1. Floyd-Warshall Algorithm
                    2. Network Connectivity
                      1. Connected Components
                        1. Bridges and Articulation Points
                        2. Centrality Measures
                          1. Betweenness Centrality
                            1. Closeness Centrality
                              1. Degree Centrality
                            2. Transportation Network Analysis
                              1. Route Optimization
                                1. Service Area Analysis
                                  1. Origin-Destination Matrix
                                    1. Traffic Flow Analysis
                                    2. Location-Allocation Analysis
                                      1. Facility Location Problems
                                        1. P-median Problem
                                          1. P-center Problem
                                            1. Covering Problems
                                          2. Spatio-Temporal Analysis
                                            1. Temporal Data Structures
                                              1. Time Series Spatial Data
                                                1. Space-Time Cubes
                                                  1. Trajectory Data
                                                  2. Spatio-Temporal Visualization
                                                    1. Animation Techniques
                                                      1. Small Multiples
                                                        1. Space-Time Plots
                                                          1. Flow Maps
                                                          2. Spatio-Temporal Pattern Analysis
                                                            1. Emerging Hot Spot Analysis
                                                              1. Space-Time Clustering
                                                                1. Trend Analysis
                                                                  1. Seasonal Decomposition
                                                                  2. Movement and Trajectory Analysis
                                                                    1. GPS Trajectory Processing
                                                                      1. Movement Pattern Detection
                                                                        1. Activity Space Analysis
                                                                          1. Migration Flow Analysis
                                                                        2. Spatial Optimization
                                                                          1. Location Optimization
                                                                            1. Facility Location Models
                                                                              1. Site Selection Criteria
                                                                                1. Multi-Criteria Decision Analysis
                                                                                2. Routing Optimization
                                                                                  1. Vehicle Routing Problem
                                                                                    1. Traveling Salesman Problem
                                                                                      1. Capacitated Routing
                                                                                      2. Resource Allocation
                                                                                        1. Spatial Resource Distribution
                                                                                          1. Coverage Optimization
                                                                                            1. Accessibility Optimization

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                                                                                        7. Spatial Machine Learning

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                                                                                        9. Big Data and Cloud Computing in Spatial Science