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Probabilistic Principal Curves on Riemannian Manifolds
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- Authors
- Issue Date
- 2024-07
- Citation
- IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.46 No.7, pp.4843-4849
- 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.
- ISSN
- 0162-8828
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