From Clustering to Cluster Explanations via Neural Networks

Author:

Kauffmann Jacob1ORCID,Esders Malte1ORCID,Ruff Lukas2,Montavon Gregoire1ORCID,Samek Wojciech3ORCID,Muller Klaus-Robert1ORCID

Affiliation:

1. Machine Learning Group, Berlin Institute of Technology, Berlin, Germany

2. Aignostics, Berlin, Germany

3. Berlin Institute for the Foundations of Learning and Data, Berlin, Germany

Funder

German Ministry for Education and Research

German Research Foundation (DFG) in the DAEDALUS Graduate School and the Math+: Berlin Mathematics Research Center

Institute of Information and Communications Technology Planning and Evaluation (IITP) Grants, Korea Government

Artificial Intelligence Graduate School Program, Korea University

Development of Artificial Intelligence Technology for Personalized Plug-and-Play Explanation and Verification of Explanation

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Artificial Intelligence,Computer Networks and Communications,Computer Science Applications,Software

Cited by 32 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. Differentiable self-supervised clustering with intrinsic interpretability;Neural Networks;2024-11

2. Extraction of typical operating scenarios of new power system based on deep time series aggregation;CAAI Transactions on Intelligence Technology;2024-08-22

3. ATOMIC: an Interpretable Clustering Method Based on Data Topology;Proceedings of the Genetic and Evolutionary Computation Conference Companion;2024-07-14

4. Position: The Explainability Paradox - Challenges for XAI in Malware Detection and Analysis;2024 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW);2024-07-08

5. Measuring Latent Traits of Instance Hardness and Classifier Ability using Boltzmann Machines;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

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