Knowledge-Based Guided Regularized Random Forest

Random Forest (RF) and Regularized Random Forest can be used for feature selection. Moreover, by Guided Regularized Random Forest, statistical-based weights are used to guide the regularization of random forest and further used for feature selection. This package can integrate prior information from multiple domains (statistical based and knowledge domain) to guide the regularization of random forest and feature selection. For more details, see reference: Guan X., Liu L. (2018) .


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install.packages("KnowGRRF")

1.0 by Xin Guan, 3 years ago


Browse source code at https://github.com/cran/KnowGRRF


Authors: Original code developed by Xin Guan , modified and added functions developed by Li Liu


Documentation:   PDF Manual  


GPL (>= 2) license


Imports randomForest, RRF, PRROC, MASS


See at CRAN