Data clustering as an emergent consensus of autonomous agents
We present a data segmentation method based on a first-order density-induced consensus protocol. We provide a mathematically rigorous analysis of the consensus model leading to stopping criteria of the data segmentation algorithm. To illustrate our method
Authors
- Jan Peszek (ORCID: https://orcid.org/0000-0002-9363-0954)
- Piotr Minakowski (ORCID: https://orcid.org/0000-0001-5154-2967)
Institutions
- University of Warsaw (PL)
- Otto-von-Guericke-Universität Magdeburg (DE)
Publication Details
- Journal
- Applicationes Mathematicae
- Published
- 2025-01-01
- DOI
- https://doi.org/10.4064/am2507-2-2025
- Primary Topic
- Data Mining Algorithms and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Deutsche Forschungsgemeinschaft
- Bundesministerium für Bildung und Forschung
- Narodowe Centrum Nauki