• Corpus ID: 17281244

Datasets as Interacting Particle Systems: a Framework for Clustering

@article{Armano2012DatasetsAI,
  title={Datasets as Interacting Particle Systems: a Framework for Clustering},
  author={Giuliano Armano and Marco Alberto Javarone},
  journal={arXiv: Statistical Mechanics},
  year={2012}
}
  • G. Armano, M. A. Javarone
  • Published 31 January 2012
  • Physics, Computer Science, Mathematics
  • arXiv: Statistical Mechanics
In this paper we propose a framework inspired by interacting particle physics and devised to perform clustering on multidimensional datasets. To this end, any given dataset is modeled as an interacting particle system, under the assumption that each element of the dataset corresponds to a different particle and that particle interactions are rendered through gaussian potentials. Moreover, the way particle interactions are evaluated depends on a parameter that controls the shape of the… 

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