Publications_olds

Geometric Dictionary Learning of Dynamical Systems with Optimal Transport

Learning dynamical systems through operator-theoretic representations provides a powerful framework for analyzing complex dynamics, as spectral quantities such as eigenvalues and …

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Thibaut Germain

A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems

The geometry of dynamical systems estimated from trajectory data is a major chal- lenge for machine learning applications. Koopman and transfer operators provide a linear …

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Thibaut Germain

Time series representations with hard-coded invariances

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Thibaut Germain

Persistence-based motif discovery in time series

Motif Discovery consists of finding repeated patterns and locating their occurrences in a time series without prior knowledge about their shape or location. Most state-of-the-art …

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Thibaut Germain

Publications

My publications