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Journal of Remote Sensing
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2021
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Article
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Tab 3
Research Article
A New Method for Building-Level Population Estimation by Integrating LiDAR, Nighttime Light, and POI Data
Table 3
The description and value of random forest model parameters.
Parameter name
Description
Optimal value
_estimators
Number of trees
120
Max_features
Maximum number of features that can be selected at each node
20
Max_depth
Maximum depth of the tree
16
Min_samples_split
Minimum number of samples required to split an internal node
20
Min_samples_leaf
Minimum number of samples required to be at a leaf node
1