Deep Learning Symmetries and Their Lie Groups, Algebras, and Subalgebras from First Principles.
Roy T. ForestanoKonstantin T. MatchevKatia MatchevaAlexander RomanEyup UnluSarunas VernerPublished in: CoRR (2023)
Keyphrases
- deep learning
- lie group
- unsupervised learning
- infinite dimensional
- machine learning
- vector field
- euclidean space
- geometric structure
- vector space
- weakly supervised
- mental models
- parameter space
- mean shift
- maximum likelihood
- level set
- covariance matrices
- riemannian manifolds
- linear transformation
- finite dimensional
- higher order
- image features
- image segmentation