10 citations · 10 across the 1 of their papers we have counts for
2 papers
physics.data-an2021★ 10 cited
Grassmannian diffusion maps based surrogate modeling via geometric harmonics
Ketson R. M. dos Santos, Dimitrios G. Giovanis, Katiana Kontolati +2
In this paper, a novel surrogate model based on the Grassmannian diffusion maps (GDMaps) and utilizing geometric harmonics is developed for predicting the response of engineering s…
cs.LG2020
Grassmannian diffusion maps based dimension reduction and classification for high-dimensional data
K. R. M. dos Santos, D. G. Giovanis, M. D. Shields
This work introduces the Grassmannian Diffusion Maps, a novel nonlinear dimensionality reduction technique that defines the affinity between points through their representation as…