Operator is the Model
Abstract
Koopman operator based models emerged as the leading methodology for machine learning of dynamical systems. But their scope is much larger. In fact they present a new take on modeling of physical systems, and even language. In this article I present some of the underlying mathematical structures, applications, connections to other methodologies such as transformer architectures
- Publication:
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arXiv e-prints
- Pub Date:
- October 2023
- DOI:
- arXiv:
- arXiv:2310.18516
- Bibcode:
- 2023arXiv231018516M
- Keywords:
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- Mathematics - Dynamical Systems