Ensemble Learning for Short-Term Traffic Prediction Based on Gradient Boosting Machine

Algorithm 1

Generic gradient boosting decision trees algorithm.

Initialize with a constant,

For to do:

For compute the negative gradient

End;

Fit a new regression tree

Compute the best gradient descent step-size

Update

End;

Output