Pantheon SEMPARIS Le serveur des séminaires parisiens Paris

Status Confirmed
Seminar Series BIOPHY-ENS-ESPCI
Subjects physics.bio-ph
Date Friday 4 February 2022
Time 13:00
Institute LPENS
Seminar Room Remotely on Zoom
Speaker's Last Name Ronceray
Speaker's First Name Pierre
Speaker's Email Address
Speaker's Institution Turing Centre for Living Systems, Université Aix-Marseille
Title What can we learn from the stochastic trajectories of biological systems?
Abstract Stochastic differential equations are often used to model the dynamics of living systems, from Brownian motion at the molecular scale to the dynamics of cells and animals. How does one learn such models from experimental data? This task faces multiple challenges, from information-theoretical limitations to practical considerations. I will present a recent and ongoing effort to develop new methods to reconstruct such stochastic dynamical models from experimental data, with a focus on robustness and data efficiency. This provides a generic means to quantify complex behavior and unfold the underlying mechanisms of an apparently erratic trajectory.
arXiv Preprint Number
Comments https://us02web.zoom.us/j/82420101680?pwd=OUtkN1RCSkVMNVZXb09yYnVWNG5odz09 Meeting ID: 824 2010 1680 Passcode: 452763
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