10 citations · 13 across the 2 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★ 3 cited
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…