Recovering the homology of immerged manifolds

12/06/2019
by   Raphaël Tinarrage, et al.
0

Given a sample of an abstract manifold immerged in some Euclidean space, we describe a way to recover the singular homology of the original manifold. It consists in estimating its tangent bundle-seen as subset of another Euclidean space-in a measure theoretic point of view, and in applying measure-based filtrations for persistent homology. The construction we propose is consistent and stable, and does not involve the knowledge of the dimension of the manifold.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/06/2019

Recovering the homology of immersed manifolds

Given a sample of an abstract manifold immersed in some Euclidean space,...
research
11/18/2020

Topology of Word Embeddings: Singularities Reflect Polysemy

The manifold hypothesis suggests that word vectors live on a submanifold...
research
09/21/2011

Manifold estimation and singular deconvolution under Hausdorff loss

We find lower and upper bounds for the risk of estimating a manifold in ...
research
05/18/2019

Trajectory Optimization on Manifolds: A Theoretically-Guaranteed Embedded Sequential Convex Programming Approach

Sequential Convex Programming (SCP) has recently gained popularity as a ...
research
02/11/2021

Quadric hypersurface intersection for manifold learning in feature space

The knowledge that data lies close to a particular submanifold of the am...
research
09/06/2021

The Second Generalization of the Hausdorff Dimension Theorem for Random Fractals

In this paper, we present a second partial solution for the problem of c...
research
03/30/2021

Deep regression on manifolds: a 3D rotation case study

Many problems in machine learning involve regressing outputs that do not...

Please sign up or login with your details

Forgot password? Click here to reset