Search Results for author: Samson Koelle

Found 2 papers, 2 papers with code

Dictionary-based Manifold Learning

1 code implementation1 Feb 2023 Hanyu Zhang, Samson Koelle, Marina Meila

We propose a paradigm for interpretable Manifold Learning for scientific data analysis, whereby we parametrize a manifold with $d$ smooth functions from a scientist-provided dictionary of meaningful, domain-related functions.

regression

Manifold Coordinates with Physical Meaning

2 code implementations29 Nov 2018 Samson Koelle, Hanyu Zhang, Marina Meila, Yu-Chia Chen

Manifold embedding algorithms map high-dimensional data down to coordinates in a much lower-dimensional space.

Dimensionality Reduction

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