Concepedia

Exploring the relationship between 2D/3D landscape pattern and land surface temperature based on explainable eXtreme Gradient Boosting tree: A case study of Shanghai, China

Siyi Yu, Zuoqi Chen, Bailang Yu, Lei Wang, Bin Wu, Jianping Wu, Feng Zhao

The Science of The Total Environment · 2020 · 218 citations · 71 references

Open access

Concepts

Natural SciencesGeoinformaticsPhysical GeographyLandscape ModelingLandscape Pattern AnalysisLand Surface ModelingLandscape Change ModelingLandscape ModelsUrban ClimateUrban Heat IslandsExplanatory Case StudyExtreme Gradient BoostingGradient BoostingGradient Boosting TreesLand Surface Temperature MappingLand Surface Temperature RetrievalsSurface TemperatureUrban Surface Temperature Retrieval

References

71

XGBoost

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

Computing, Computer Science, Data Science +17

A Unified Approach to Interpreting Model Predictions

Scott Lundberg, Su‐In Lee · arXiv (Cornell University) · 2017 · 7.6K citations · Full text

Computing, Computer Science, Data Science +17

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

Computing, Computer Science, Data Science +16