logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

RuleExplorer: A Scalable Matrix Visualization for Understanding Tree Ensemble Classifiers

delete2025-09-01
delete0
PRE
AI
Z
Zhen Li
W
Weikai Yang
J
Jun Yuan
吴
吴婧 (Jing Wu)
C
Changjian Chen
Y
Yao Ming
F
Fan Yang
H
Hui Zhang
S
Shixia Liu
DOI：10.1109/TVCG.2024.3514115delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
树 ensemble 分类器的高性能得益于大量规则，这反过来使得模型难以理解。为提高可解释性，现有方法通过模型缩减技术提取规则的一个子集进行近似。然而，这些方法通过关注缩减后的规则集，往往失去保真度，并忽略那些尽管频率低但在实际应用中起关键作用的异常规则。本文介绍了一种可扩展的视觉分析方法，用于解释包含数万条规则的树 ensemble 分类器。关键思想是通过将规则自适应地组织为层次结构而非缩减它们，来解决失去保真度的问题。为确保包含异常规则，我们开发了一种偏向异常的模型缩减方法，以在每个层次级别优先考虑这些规则。与这种规则的层次组织协同，我们开发了一种基于矩阵的层次化可视化方法，以支持不同详细程度的探索。我们的定量实验和案例研究展示了该方法如何促进对常见规则和异常规则的更深入理解，从而在不牺牲全面性的情况下增强可解释性。
Keyword:
Hierarchical visualization
model reduction
tree ensemble classifier

期刊

IEEE Transactions on Visualization and Computer Graphics 封面图
IEEE Transactions on Visualization and Computer Graphics
IF:
6.5
论文数:
353
被引数:
2.2W

机构

H
Hong Kong University of Science and Technology
学者数:
2.0K
论文数: 1.2K
被引数: 3.9W
T
tsinghua university
学者数:
11.9W
论文数: 10.0W
被引数: 137
C
Cardiff University
学者数:
2.7W
论文数: 2.5W
被引数: 3.5W
H
hunan university
学者数:
4.5W
论文数: 3.3W
被引数: 70
K
kuaishou technology, beijing, china
学者数:
6
论文数: 4
被引数: 0
C
citadel securities, new york, usa
学者数:
1
论文数: 1
被引数: 0
学者 查看更多机构
引用论文

引用论文

Neo: Generalizing Confusion Matrix Visualization to Hierarchical and Multi-Output Labels
errCHI Conference on Human Factors in Computing Systems
IF0
err2022-04-29
err0
errOAAI
errJochen Görtler; Fred Hohman; Dominik Moritz; Kanit Wongsuphasawat; Donghao Ren; Rahul Nair; Marc Kirchner; Kayur Patel
err分享
err收藏
"Why Should I Trust You?"“我为什么要相信你？”
errProceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
IF0
err2016-08-13
err0
PREAI
errMarco Tulio Ribeiro; Sameer Singh; Carlos Guestrin
err分享
err收藏
Diagnosing Ensemble Few-Shot Classifiers
errIEEE Transactions on Visualization and Computer Graphics
IF0
err2022-09-01
err0
errOAAI
errWeikai Yang; Xi Ye; Xingxing Zhang; Lanxi Xiao; Jiazhi Xia; Zhongyuan Wang; Jun Zhu; Hanspeter Pfister; Shixia Liu
err分享
err收藏
OoDAnalyzer: Interactive Analysis of Out-of-Distribution Samples
errIEEE Transactions on Visualization and Computer Graphics
IF0
err2021-07-01
err0
errOAAI
errChangjian Chen; Jun Yuan; Yafeng Lu; Yang Liu; Hang Su; Songtao Yuan; Shixia Liu
err分享
err收藏
Interactive Correction of Mislabeled Training Data
err2019 IEEE Conference on Visual Analytics Science and Technology (VAST)
IF0
err2019-10-01
err0
errOAAI
errShouxing Xiang; Xi Ye; Jiazhi Xia; Jing Wu; Yang Chen; Shixia Liu
err分享
err收藏
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records
errIEEE Transactions on Visualization and Computer Graphics
IF0
err2019-01-01
err0
errOAAI
errBum Chul Kwon; Min-Je Choi; Joanne Taery Kim; Edward Choi; Young Bin Kim; Soonwook Kwon; Jimeng Sun; Jaegul Choo
err分享
err收藏
Visualizing RNN States with Predictive Semantic Encodings
err2019 IEEE Visualization Conference (VIS)
IF0
err2019-10-01
err0
PREAI
errSawatzky,Lindsey; Bergner,Steven; Popowich,Fred
err分享
err收藏
TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization
err2022 IEEE Visualization and Visual Analytics (VIS)
IF0
err2022-10-01
err0
errOAAI
errZijie J. Wang; Chudi Zhong; Rui Xin; Takuya Takagi; Zhi Chen; Duen Horng Chau; Cynthia Rudin; Margo Seltzer
err分享
err收藏
A comparison of normalization methods for high density oligonucleotide array data based on variance and bias
errBioinformatics
IF0
err2003-01-22
err0
errOAAI
errB.M. Bolstad; R.A Irizarry; M. Åstrand; T.P. Speed
err分享
err收藏
Interactive Steering of Hierarchical Clustering
errIEEE Transactions on Visualization and Computer Graphics
IF0
err2021-10-01
err0
errOAAI
errWeikai Yang; Xiting Wang; Jie Lu; Wenwen Dou; Shixia Liu
err分享
err收藏
学者 查看更多内容