There are two analyses corresponding with two traffic conditions: 1. congested 2. uncongested
Reading sequence:
-
Two Matlab files: data preprocessing for congested and uncongested conditions.
-
uncongested.ipynb: data preprocessing before running random forest in R.
-
uncongested.R: random forest and partial dependence plots in R (H2O).
-
congested_R.R: random forest and partial dependence plots (2D and 3D) in R.
-
congested_analysis.ipynb: gradient boosting and partial dependence plots (2D and 3D) in Python.