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Probabilistic Principal Curves on Riemannian Manifolds | IEEE Journals & Magazine | IEEE Xplore

Probabilistic Principal Curves on Riemannian Manifolds


Abstract:

This paper studies a new curve-fitting approach to data on Riemannian manifolds. We define a principal curve based on a mixture model for observations and unobserved late...Show More

Abstract:

This paper studies a new curve-fitting approach to data on Riemannian manifolds. We define a principal curve based on a mixture model for observations and unobserved latent variables and propose a new algorithm to estimate the principal curve for given data points on Riemannian manifolds.
Page(s): 4843 - 4849
Date of Publication: 24 January 2024

ISSN Information:

PubMed ID: 38265902

Funding Agency:


References

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