Explaining Graph Neural Networks With Topology-Aware Node Selection: Application in Air Quality Inference

Author:

Bonet Esther Rodrigo1ORCID,Do Tien Huu1ORCID,Qin Xuening2ORCID,Hofman Jelle3,Manna Valerio Panzica La3,Philips Wilfried2,Deligiannis Nikos1ORCID

Affiliation:

1. Department of Electronics and Informatics (ETRO), Vrije Universiteit Brussel, Brussels, Belgium

2. Department of Telecommunications and Information Processing, Ghent University, Ghent, Belgium

3. imec, Eindhoven, The Netherlands

Funder

Research Foundation - Flanders

Ph.D. Fellowship Strategic Basic Research

IMEC

Vlaamse regering

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Networks and Communications,Information Systems,Signal Processing

Reference57 articles.

1. Striving for simplicity: The all convolutional net;springenberg,2015

2. Parameterized explainer for graph neural network;luo;Proc 33rd Int Conf Neural Inf Process Syst,0

3. Residual Attention Network for Image Classification

4. Learning With Interpretable Structure From Gated RNN

5. “Why Should I Trust You?”: Explaining the Predictions of Any Classifier

Cited by 5 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. Graph Neural Networks: Application in Air Pollution Imputation;2024 IEEE 3rd International Conference on Electrical Engineering, Big Data and Algorithms (EEBDA);2024-02-27

2. Interpretable Machine Learning Approaches for Forecasting and Predicting Air Pollution: A Systematic Review;Aerosol and Air Quality Research;2024

3. GF-LRP: A Method for Explaining Predictions Made by Variational Graph Auto-Encoders;IEEE Transactions on Emerging Topics in Computational Intelligence;2024

4. Computational deep air quality prediction techniques: a systematic review;Artificial Intelligence Review;2023-08-16

5. Relevance Propagation through Deep Conditional Random Fields;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

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