A Genetic Algorithm for Interpretable Model Extraction from Decision Tree Ensembles

Author:

Vandewiele Gilles,Lannoye Kiani,Janssens Olivier,Ongenae Femke,De Turck Filip,Van Hoecke Sofie

Publisher

Springer International Publishing

Reference18 articles.

1. Slonim, D.K.: From patterns to pathways. Nat. Genetics 32, 502–508 (2002)

2. Lecture Notes in Computer Science;TG Dietterich,2000

3. Kargupta, H., Park, B.H.: A Fourier spectrum-based approach to represent decision trees for mining data streams in mobile environments. IEEE Trans. Knowl. Data Eng. 16(2), 216–229 (2004)

4. Quinlan, J.R.: Miniboosting decision trees. J. Artif. Intell. Res. 1–15 (1998)

5. Quinlan, J.R.: Generating production rules from decision trees. In: Proceedings of the 10th International Joint Conference on Artificial Intelligence, vol. 1, pp. 304–307. Morgan Kaufmann Publishers Inc. (1987)

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. PnT: Born-again tree-based model via fused decision path encoding;Information Fusion;2024-12

2. Explainable models via compression of tree ensembles;Machine Learning;2023-11-29

3. Properly learning decision trees with queries is NP-hard;2023 IEEE 64th Annual Symposium on Foundations of Computer Science (FOCS);2023-11-06

4. Explainable AI in Manufacturing: an Analysis of Transparency and Interpretability Methods for the XMANAI Platform;2023 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC);2023-06-19

5. Towards Explainability of Tree-Based Ensemble Models. A Critical Overview;New Advances in Dependability of Networks and Systems;2022

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3