forestFloor-package: forestFloor: visualize the random forest topology

In forestFloor: Visualizes Random Forests with Feature Contributions

Description

forrestFloor visualizes cross-validated topology-maps of randomForests(RF). Package enables users to understand a non-linear, regression problem or a binary classification problem through RF. In all, this package is intended to provide a fast overview of dynamics within a given system of interest, allowing the user to decide for apropiate further modeling maybe within a classical statistical framework or to stay within the RF-modeling and look deep into the alluring topology of correlations and local interactions.

Details

Package:	forestFloor
Type:	Package
Version:	1.8
Date:	2015-07-30
License:	GPL-2

Author(s)

Soren Havelund Welling

References

Interpretation of QSAR Models Based on Random Forest Methods, http://dx.doi.org/10.1002/minf.201000173
Interpreting random forest classification models using a feature contribution method, http://arxiv.org/abs/1312.1121

forestFloor documentation built on May 2, 2019, 4:46 p.m.