Table 1.
Literature combing related to heat island research.
Table 2.
Interpretation of data indicators for the independent variables.
Fig 1.
Research areas and technical lines.
Base map data © OpenStreetMap contributors, available under Open Database License (ODbL). Analysis and visualization by authors.
Table 3.
Summary of data sources and processing.
Fig 2.
Independent variable processing visualization results.
Base map data © OpenStreetMap contributors, available under Open Database License (ODbL). Analysis and visualization by authors.
Fig 3.
Target variable processing visualization results.
Base map data © OpenStreetMap contributors, available under Open Database License (ODbL). Analysis and visualization by authors.
Table 4.
Mean Absolute SHAP Values and Feature Importance Scores of Independent Variables in Three Machine Learning Models.
Fig 4.
Machine learning feature importance indicator data.
Comparison visualisation chart.
Fig 5.
Machine learning SHAP interpretability analysis metrics data.
comparison visualisation charts.
Table 5.
Interpretation of data indicators for the independent variables.
Fig 6.
Spatial distribution of the effects of building and environmental factors on surface.
Base map data © OpenStreetMap contributors, available under Open Database License (ODbL). Analysis and visualization by authors.
Table 6.
Summary statistics for MGWR regression coefficient estimation.
Table 7.
Summary of constant and variable coefficients in MGWR model Summary statistics for MGWR regression coefficient estimation.
Fig 7.
Mean and standard deviation statistics of MGWR regression coefficients.
Table 8.
Summary statistics for MGWR regression coefficient estimation.
Fig 8.
Interaction Between BD, GVI, and LST.