Journal of Remote Sensing / 2021 / Article / 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 nameDescriptionOptimal value

_estimatorsNumber of trees120
Max_featuresMaximum number of features that can be selected at each node20
Max_depthMaximum depth of the tree16
Min_samples_splitMinimum number of samples required to split an internal node20
Min_samples_leafMinimum number of samples required to be at a leaf node1