19 citations · 23 across the 7 of their papers we have counts for
3 papers · 1 filter
Non Commutative Convolutional Signal Models in Neural Networks: Stability to Small Deformations
Alejandro Parada-Mayorga, Landon Butler, Alejandro Ribeiro
In this paper we discuss the results recently published in~[1] about algebraic signal models (ASMs) based on non commutative algebras and their use in convolutional neural networks…
Convolutional Learning on Multigraphs
Landon Butler, Alejandro Parada-Mayorga, Alejandro Ribeiro
Graph convolutional learning has led to many exciting discoveries in diverse areas. However, in some applications, traditional graphs are insufficient to capture the structure and…
Convolutional Filtering and Neural Networks with Non Commutative Algebras
Alejandro Parada-Mayorga, Landon Butler, Alejandro Ribeiro
In this paper we introduce and study the algebraic generalization of non commutative convolutional neural networks. We leverage the theory of algebraic signal processing to model c…