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Pattern Causality Analysis5 days ago
Model principles | Usage examples
Information Imbalance and Imbalance Gain15 days ago
Introduction | Imbalance Gain | Conditional Imbalance Gain | Example Cases
Synergistic-Unique-Redundant Decomposition of Causality15 days ago
Introduction | Utility Functions | Example Cases | Air Pollution and Cardiovascular Health in Hong Kong | Population Density and Its Drivers in Mainland China | Influence of Climatic and Topographic Factors on Net Primary Productivity (NPP) in Mainland China
Introduction to the spEDM package1 months ago
Overview | Installation | Data | Columbus OH spatial analysis dataset | County-level population density in mainland China | Farmland NPP and related variables in mainland China | Usage | References
State Space Reconstruction1 months ago
Methodological Background | Usage examples | Example of spatial vector data | Example of spatial raster data
Geographical Convergent Cross Mapping1 months ago
Methodological Background | Usage examples | Example of spatial vector data | Example of spatial raster data
Geographical Pattern Causality1 months ago
Methodological Background | Usage examples | Example of spatial vector data | Example of spatial raster data
Geographical Cross Mapping Cardinality1 months ago
Methodological Background | Usage examples | Example of spatial vector data | Example of spatial raster data
Spatially Convergent Partial Cross Mapping1 months ago
Model principles | Usage examples | Example of spatial vector data | Example of spatial raster data
Spatial Logistic Map1 months ago
Methodological Background | Usage examples
Spatial Causality Test1 months ago
Methodological Background | Usage examples | Example of spatial vector data | Example of spatial raster data
Coupling Coordination Degree Model and Metacoupling Analysis5 months ago
Introduction | Coupling Degree | Modified Coupling Degree | Modification by $\text{wang}^{1}$. | Modification by $\text{fan}^{2}$. | Comprehensive Development Index | Coordination Degree | Metacoupling Perspective | Example Cases | Install necessary packages and load data | Analysis of coupling coordination degree | A Meta-Coupling Analysis | References
Temporal Empirical Dynamic Modeling7 months ago
1. Introduction to the tEDM package | 2. Example data in the tEDM package | Hong Kong Air Pollution and Cardiovascular Admissions | US County-Level Carbon Emissions Dataset | COVID-19 Infection Counts in Japan | 3. Case studies of the tEDM package | Air Pollution and Cardiovascular Health in Hong Kong | US County Carbon Emissions and Temperature Dynamics | COVID-19 Spread Across Japanese Prefectures | Reference
Information Consistency-Based Measures for Spatial Stratified Heterogeneity7 months ago
1. Introduction to sshicm package | 1.1 The sshicm package can be used to address following issues: | 1.2 Example data in the sshicm package | baltim data | cinc data | 1.3 Functions in the sshicm package | Two functions for vector-type inputs of dependent and independent variables. | Regression-style data frame modeling function | 2. The principle of measuring spatial stratified heterogeneity based on information consistency | 2.1 When the dependent variable is a continuous variable: | 2.2 When the dependent variable is a nominal variable: | 3. Examples of the sshicm package | Reference
Interactive Detector For Spatial Associations(IDSA)8 months ago
Load data and package | Construct spatial Weight | IDSA modeling
Optimal Parameters-based Geographical Detector(OPGD)8 months ago
Load data and package | Determine optimal discretization parameters | Run geodetector | You can also use opgd() in one time to get result above.
Robust Geographical Detector & Robust Interaction Detector(RGD & RID)8 months ago
Load data and package | Run RGD | Run RID
Compare Size Effect of Spatial Units(SESU)8 months ago
Processing data | Comparison of Size Effect of Spatial Units based on OPGD model | Comparison of Size Effect of Spatial Units based on GOZH model
Spatial Heterogeneity Explanation(GOZH & LESH)8 months ago
Load data and package | Univariate power of determinants detection | Variable interaction detection | Variable interaction contribution
A correlation indicator based on spatial patterns8 months ago
Install and load R packages | Spatial pattern correlation
Synergistic-Unique-Redundant Decomposition of Causality (SURD)12 months ago
Introduction | Utility Functions | Example Cases | Air Pollution and Cardiovascular Health in Hong Kong | Population Density and Its Drivers in Mainland China | Influence of Climatic and Topographic Factors on Net Primary Productivity (NPP) in Mainland China
Spatial Association Detector(SPADE)1 years ago
Load data and package | Spatial Autocorrelation of Depression Prevelence | OPGD modeling | Spatial Weight Matrix | SPADE modeling
Geographical Detector(GD)2 years ago
Load package and pre-processing data. | Factor detector | Interaction detector | Risk detector | Ecological detector | Running four basic geodetectors simultaneously
Consistency With the Results of Existing GDM R Packages2 years ago
Information Consistency-Based Measures for Spatial Association2 years ago
1. The principle of the information consistency-based measures | 2. Example
Information-theoretical V-measure for Spatial Association2 years ago
1. The principle of the information-theoretical V-measure | 2. Example
Loads Spatial Data Sets Related to China2 years ago
Available data sets | Commonly Used CRS for Drawing Maps of China | Region-specific CRS Transformation in China