Andreas Mardt

According to our database, Andreas Mardt authored at least 4 papers between 2018 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Deep learning of the dynamics of complex systems with its applications to biochemical molecules.

Andreas Mardt

PhD thesis, 2022

Deeptime: a Python library for machine learning dynamical models from time series data.

Moritz Hoffmann, Martin Scherer, Tim Hempel, Andreas Mardt, Brian de Silva, Brooke E. Husic, Stefan Klus, Hao Wu, J. Nathan Kutz, Steven L. Brunton, Frank Noé

Mach. Learn. Sci. Technol., 2022

2020

Deep learning Markov and Koopman models with physical constraints.

Andreas Mardt, Luca Pasquali, Frank Noé, Hao Wu

Proceedings of Mathematical and Scientific Machine Learning, 2020

2018

Deep Generative Markov State Models.

Hao Wu, Andreas Mardt, Luca Pasquali, Frank Noé

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018