Enhancing Cluster Analysis With Explainable AI and Multidimensional Cluster Prototypes

Author:

Bobek Szymon1ORCID,Kuk Michal2ORCID,Szelazek Maciej2,Nalepa Grzegorz J.1ORCID

Affiliation:

1. Jagiellonian Human-Centered Artificial Intelligence Laboratory (JAHCAI), Jagiellonian University, Kraków, Poland

2. Faculty of Electrical Engineering, Automatics, Computer Science and Biomedical Engineering, AGH University of Science and Technology, Kraków, Poland

Funder

Narodowe Centrum Nauki

Priority Research Area (Digiworld) under the Strategic Programme Excellence Initiative at the Jagiellonian University

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Cited by 15 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

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2. Shapley-based explainable AI for clustering applications in fault diagnosis and prognosis;Journal of Intelligent Manufacturing;2024-07-29

3. A cognitive digital twin for process chain anomaly detection and bottleneck analysis;Journal of Industrial and Production Engineering;2024-07-26

4. Explainable AI Frameworks: Navigating the Present Challenges and Unveiling Innovative Applications;Algorithms;2024-05-24

5. SVD-based Peephole and Clustering to Enhance Trustworthiness in DNN Classifiers;2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS);2024-04-22

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