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)

Date

Jul 22, 2020 - Jul 31, 2020

Time

9:00 AM - 6:00 PM

Speaker

Klaus Lehnertz, Mor Nitzan, Marc Timme

Series

MPI-PKS Workshops, Seminare und Konferenzen

Language

en

Main Topic

Physik

Host

Maria Voigt

Description

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

Last modified: Aug 18, 2020, 11:01:04 AM