RuleCOSI+: Rule extraction for interpreting classification tree ensembles
Author:
Funder
Ministry of Science, ICT and Future Planning
National Research Foundation of Korea
Publisher
Elsevier BV
Subject
Hardware and Architecture,Information Systems,Signal Processing,Software
Reference32 articles.
1. Ensemble learning: A survey;Sagi;Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery,2018
2. An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization;Dietterich;Mach. Learn.,2000
3. Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI;Barredo Arrieta;Information Fusion,2020
4. Predictive learning via rule ensembles;Friedman;Ann. Appl. Stat.,2008
5. Interpreting tree ensembles with inTrees;Deng;Int. J. Data Sci. Anal.,2019
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