Hypoelliptic Diffusion Maps and Their Applications in Automated Geometric Morphometrics

Hypoelliptic Diffusion Maps and Their Applications in Automated Geometric Morphometrics

<p>We introduce Hypoelliptic Diffusion Maps (HDM), a novel semi-supervised machine learning framework for the analysis of collections of anatomical surfaces. Triangular meshes obtained from discretizing these surfaces are high-dimensional, noisy, and unorganized, which makes it difficult to co...

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Bibliographic Details
Main Author: Gao, Tingran
Other Authors: Daubechies, Ingrid
Published: 2015
Subjects:
Mathematics
Diffusion Maps
Fibre Bundles
Graph Laplacian
Hypoellipticity
Machine Learning
Riemannian Geometry
Online Access:http://hdl.handle.net/10161/9931

Internet

http://hdl.handle.net/10161/9931

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