Oracle-Preserving Latent Flows

Oracle-Preserving Latent Flows

A fundamental task in data science is the discovery, description, and identification of any symmetries present in the data. We developed a deep learning methodology for the simultaneous discovery of multiple non-trivial continuous symmetries across an entire labeled dataset. The symmetry transformat...

Full description

Bibliographic Details
Main Authors: Alexander Roman, Roy T. Forestano, Konstantin T. Matchev, Katia Matcheva, Eyup B. Unlu
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Symmetry
Subjects:
symmetry transformations
symmetry invariant
Lie groups
Lie algebras
supervised learning
deep learning
Online Access:https://www.mdpi.com/2073-8994/15/7/1352

Internet

https://www.mdpi.com/2073-8994/15/7/1352

Similar Items