Title
Random Shapley Forests: Cooperative Game-Based Random Forests With Consistency
Abstract
The original random forests (RFs) algorithm has been widely used and has achieved excellent performance for the classification and regression tasks. However, the research on the theory of RFs lags far behind its applications. In this article, to narrow the gap between the applications and the theory of RFs, we propose a new RFs algorithm, called random Shapley forests (RSFs), based on the Shapley ...
Year
DOI
Venue
2022
10.1109/TCYB.2020.2972956
IEEE Transactions on Cybernetics
Keywords
DocType
Volume
Radio frequency,Vegetation,Forestry,Games,Prediction algorithms,Decision trees,Random forests
Journal
52
Issue
ISSN
Citations 
1
2168-2267
0
PageRank 
References 
Authors
0.34
16
6
Name
Order
Citations
PageRank
jianyuan sun142.77
Hui Yu212821.50
Guoqiang Zhong312320.68
Junyu Dong439377.68
Shu Zhang5305.40
Hongchuan Yu611612.72