Concepedia

Improved population mapping for China using remotely sensed and points-of-interest data within a random forests model

Tingting Ye, Naizhuo Zhao, Xiaoping Liu, Qian Chen, Kejia Hu, Wenze Yue, Jiaguo Qi, Zhansheng Li, Peng Jia

The Science of The Total Environment · 2018 · 268 citations · 65 references

DOI

Concepts

References

65

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Classification and Regression by randomForest

Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

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The Elements of Statistical Learning: Data Mining, Inference, and Prediction

Zigang Lu · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2010 · 12.8K citations

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Using luminosity data as a proxy for economic statistics

Xi Chen, William D. Nordhaus · Proceedings of the National Academy of Sciences · 2011 · 1.2K citations · Full text

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Social Sensing: A New Approach to Understanding Our Socioeconomic Environments

Yu Liu, Xi Liu, Song Gao et al. · Annals of the Association of American Geographers · 2015 · 791 citations

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