An R reimplementation of the 'treeinterpreter' package on PyPI <https://pypi.org/project/treeinterpreter/>. Each prediction can be decomposed as 'prediction = bias + feature_1_contribution + ... + feature_n_contribution'. This decomposition is then used to calculate the Mean Decrease Impurity (MDI) and Mean Decrease Impurity using outofbag samples (MDIoob) feature importance measures based on the work of Li et al. (2019) <arXiv:1906.10845>.
Package details 


Author  Qingyao Sun 
Maintainer  Qingyao Sun <sunqingyao19970825@gmail.com> 
License  MIT + file LICENSE 
Version  0.1.1 
URL  https://github.com/nalzok/tree.interpreter 
Package repository  View on GitHub 
Installation 
Install the latest version of this package by entering the following in R:

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