TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization
Author:
Affiliation:
1. Georgia Institute of Technology
2. Duke University
3. Fujitsu Laboratories
4. University of British Columbia
Funder
NSF
NIH
NIDA
Intel
NVIDIA
Bosch
Google
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/9973064/9973190/09973202.pdf?arnumber=9973202
Reference50 articles.
1. Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead
2. Reactive, reproducible, collaborative: computational notebooks evolve
3. TreePOD: Sensitivity-Aware Selection of Pareto-Optimal Decision Trees
4. Problems in the Analysis of Survey Data, and a Proposal
5. Fifty Years of Classification and Regression Trees
Cited by 6 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. SuperNOVA: Design Strategies and Opportunities for Interactive Visualization in Computational Notebooks;Extended Abstracts of the CHI Conference on Human Factors in Computing Systems;2024-05-02
2. GBDT4CTRVis: visual analytics of gradient boosting decision tree for advertisement click-through rate prediction;Journal of Visualization;2024-03-29
3. Interactive Decision Tree Creation and Enhancement with Complete Visualization for Explainable Modeling;Studies in Computational Intelligence;2024
4. Blinding to Circumvent Human Biases: Deliberate Ignorance in Humans, Institutions, and Machines;Perspectives on Psychological Science;2023-09-05
5. WebSHAP: Towards Explaining Any Machine Learning Models Anywhere;Companion Proceedings of the ACM Web Conference 2023;2023-04-30
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