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Short Communication

Explainability for Graph Spectral Analysis

Journal of Biomedical Research & Environmental Sciences article abstract with citation details, DOI, publication dates, subject areas, full text links, and references.

Article Details

Publication record, authors, dates, abstract, and full text access.

Open Access
Article Type Short Communication
Subject General Science
OCLC JBRES Record
Mieczyslaw A Klopotek, Slawomir T Wierzchon*, Bartlomiej Starosta, Piotr Borkowski and Dariusz Czerski
Issue: Volume7-Issue5
Pages: 1-3
Received: 2026-05-20
Accepted: 2026-05-25
Published: 2026-05-26

Abstract

Certificate of Publication

Certificate of Publication

Copyright

© 2026 Klopotek MA, et al. Distributed under Creative Commons CC-BY 4.0 Creative CommonsAttribution

How to cite this article

Klopotek MA, Wierzchon ST, Starosta B, Borkowski P, Czerski D. Explainability for Graph Spectral Analysis. J Biomed Res Environ Sci. 2026 May 26; 7(5): 3. Doi: 10.37872/jbres2301

Subject area(s)

References

  1. Wierzcho? ST, K?opotek MA. Modern Algorithms of Cluster Analysis. Studies in Big Data. Vol. 34. Springer Verlag; 2018.
  2. Cao H. Recent advances in text embedding: A comprehensive review of top-performing methods on the MTEB benchmark. CoRR. 2024;abs/2406.01607v1. doi:10.48550/arXiv.2406.01607
  3. Starosta B, K?opotek MA, Wierzcho? ST, Czerski D, Sydow M, Borkowski P. Explainable graph spectral clustering of text documents. PLoS One. 2025;20(2):e0313238. doi:10.1371/journal.pone.0313238
  4. Borg I, Groenen PJF. Modern Multidimensional Scaling: Theory and Applications. 2nd ed. Springer Series in Statistics. New York (NY): Springer; 2005. doi:10.1007/0-387-28981-X
  5. K?opotek MA, Wierzcho? ST, Starosta B, Borkowski P, Czerski D, Laskowski E. Explainable graph spectral clustering for glove-like text embeddings. 2025.
  6. K?opotek MA, Wierzcho? ST, Starosta B, Borkowski P, Czerski D. Towards explainable graph spectral clustering for BERT embeddings. J Autom Mob Robot Intell Syst. 2026;20(1):53-65.
  7. K?opotek MA, Wierzcho? ST, Starosta B, Czerski D, Borkowski P. A method for handling negative similarities in explainable graph spectral clustering of text documents – extended version. 2025.
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