Low-dimensional invariant embeddings for universal geometric learning

N Dym, SJ Gortler - Foundations of Computational Mathematics, 2024 - Springer
This paper studies separating invariants: mappings on D-dimensional domains which are
invariant to an appropriate group action and which separate orbits. The motivation for this …

Group-invariant max filtering

J Cahill, JW Iverson, DG Mixon, D Packer - Foundations of Computational …, 2024 - Springer
Given a real inner product space V and a group G of linear isometries, we construct a family
of G-invariant real-valued functions on V that we call max filters. In the case where V= R d …

Learning functions on symmetric matrices and point clouds via lightweight invariant features

B Blum-Smith, N Huang, M Cuturi, S Villar - arXiv preprint arXiv …, 2024 - arxiv.org
In this work, we present a mathematical formulation for machine learning of (1) functions on
symmetric matrices that are invariant with respect to the action of permutations by …

[HTML][HTML] Towards a bilipschitz invariant theory

J Cahill, JW Iverson, DG Mixon - Applied and Computational Harmonic …, 2024 - Elsevier
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[HTML][HTML] Complete set of translation invariant measurements with Lipschitz bounds

J Cahill, A Contreras, A Contreras-Hip - Applied and Computational …, 2020 - Elsevier
In image and audio signal classification, a major problem is to build stable representations
that are invariant under rigid motions and, more generally, to small diffeomorphisms …

Stable Separation of Orbits for Finite Abelian Group Actions

J Cahill, A Contreras, AC Hip - Journal of Fourier Analysis and …, 2024 - Springer
In this paper we construct two new families of invariant maps that separate the orbits of the
action of a finite Abelian group on a finite dimensional complex vector space. One of these …

Separating invariants and finite reflection groups

E Dufresne - Advances in Mathematics, 2009 - Elsevier
A separating algebra is, roughly speaking, a subalgebra of the ring of invariants whose
elements distinguish between any two orbits that can be distinguished using invariants. In …

Generic separating sets for three-dimensional elasticity tensors

R Desmorat, N Auffray, B Desmorat… - Proceedings of the …, 2019 - royalsocietypublishing.org
We define a generic separating set of invariant functions (aka a weak functional basis) for
tensors. We then produce two generic separating sets of polynomial invariants for three …

Algorithmic invariant theory of nonreductive groups

T Kamke, G Kemper - Qualitative Theory of Dynamical Systems, 2012 - Springer
The main purpose of this paper is to give a survey of algorithms in invariant theory, with
emphasis on nonreductive groups and on recent developments. But the article has some …

Géométrie des espaces de tenseurs Une approche effective appliquée à la mécanique des milieux continus

M Olive - 2014 - hal.science
Plusieurs lois de comportement mécaniques possèdent une formulation tensorielle, comme
c'est par exemple le cas pour l'étude des matériaux élastiques. Dans ce cas in-tervient un …