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stat.ML2026
Local EGOP for Continuous Index Learning
Alex Kokot, Anand Hemmady, Vydhourie Thiyageswaran +1
We introduce the setting of continuous index learning, in which a function of many variables varies only along a small number of directions at each point. For efficient estimation,…
stat.ML2024
How well behaved is finite dimensional Diffusion Maps?
Wenyu Bo, Marina Meilă
Under a set of assumptions on a family of submanifolds , we derive a series of geometric properties that remain valid after finite-dimensional and almost iso…
stat.ML2024
Isometry pursuit
Samson Koelle, Marina Meila
Isometry pursuit is a convex algorithm for identifying orthonormal column-submatrices of wide matrices. It consists of a novel normalization method followed by multitask basis purs…