Learning algebraic varieties from samples

P Breiding, S Kališnik, B Sturmfels… - Revista Matemática …, 2018 - Springer
We seek to determine a real algebraic variety from a fixed finite subset of points. Existing
methods are studied and new methods are developed. Our focus lies on aspects of topology …

[图书][B] Metric algebraic geometry

P Breiding, K Kohn, B Sturmfels - 2024 - library.oapen.org
Metric algebraic geometry combines concepts from algebraic geometry and differential
geometry. Building on classical foundations, it offers practical tools for the 21st century …

The bottleneck degree of algebraic varieties

S Di Rocco, D Eklund, M Weinstein - SIAM Journal on Applied Algebra and …, 2020 - SIAM
A bottleneck of a smooth algebraic variety X⊂C^n is a pair (x,y) of distinct points x,y∈X such
that the Euclidean normal spaces at x and y contain the line spanned by x and y. The …

Output mode switching for parallel five-bar manipulators using a graph-based path planner

PB Edwards, A Baskar, C Hills… - … on Robotics and …, 2023 - ieeexplore.ieee.org
The configuration spaces of parallel manipulators exhibit more nonlinearity than serial
manipulators. Qualitatively, they can be seen to possess extra folds. Projection onto smaller …

Computing geometric feature sizes for algebraic manifolds

S Di Rocco, PB Edwards, D Eklund, O Gäfvert… - SIAM Journal on Applied …, 2023 - SIAM
We introduce numerical algebraic geometry methods for computing lower bounds on the
reach, local feature size, and weak feature size of the real part of an equidimensional and …

Random points on an algebraic manifold

P Breiding, O Marigliano - SIAM Journal on Mathematics of Data Science, 2020 - SIAM
Consider the set of solutions to a system of polynomial equations in many variables. An
algebraic manifold is an open submanifold of such a set. We introduce a new method for …

Sampling and homology via bottlenecks

S Di Rocco, D Eklund, O Gäfvert - Mathematics of Computation, 2022 - ams.org
In this paper we present an efficient algorithm to produce a provably dense sample of a
smooth compact affine variety. The procedure is partly based on computing bottlenecks of …

Learning algebraic models of quantum entanglement

H Jaffali, L Oeding - Quantum Information Processing, 2020 - Springer
We review supervised learning and deep neural network design for learning membership on
algebraic varieties. We demonstrate that these trained artificial neural networks can predict …

Voronoi cells of varieties

D Cifuentes, K Ranestad, B Sturmfels… - Journal of symbolic …, 2022 - Elsevier
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Outlier-robust subsampling techniques for persistent homology

BJ Stolz - Journal of Machine Learning Research, 2023 - jmlr.org
In recent years, persistent homology (PH) has been successfully applied to real-world data
in many different settings. Despite significant computational advances, PH algorithms do not …