Inverse Network Dynamics - Network structure and function from nonlinear dynamics and time series data (re-scheduled to 30 June - 9 July 2021 due to covid19)

Datum

22.07.2020 - 31.07.2020

Zeit

09:00 - 18:00

Sprecher

Klaus Lehnertz, Mor Nitzan, Marc Timme

Serie

MPI-PKS Workshops, Seminare und Konferenzen

Sprache

en

Hauptthema

Physik

Host

Maria Voigt

Beschreibung

In contrast to the forward procedure of analyzing complex systems, we consider inverse problems: Topical questions include how to infer structure and models from multi-dimensional time series and how to design networks for a desired function. Progress relies on the rapidly increasing availability of time series data and novel tools for analyzing large data sets. The event shall bridge theory and method development with applications from biology and physics to computer science and engineering. Topics include multi-dimensional time series and data analytics structural vs. statistical inference probabilistic models causal inference compressed sensing networks in biology, biomedical and engineering applications bio-engineering and synthetic biology unreliable, subsampled and heterogeneous data model reduction network design machine learning and dynamical systems computational and algorithmic challenges

Links

• Program and Registration

Letztmalig verändert: 18.08.2020, 11:01:04