QLS Seminar- Thu. 4 April at 2:00pm - "Information propagation across timescales" by Giorgio Nicoletti
Quantitative Life Sciences
qls at ictp.it
Fri Mar 22 09:36:13 CET 2024
Dear All,
On Thursday, 4 April at 14:00 CET, Giorgio Nicoletti (ECHO Laboratory,
EPFL, Lausanne, Switzerland) will give a seminar titled:
*Information propagation across timescales
*
_Abstract:_
The presence of interconnected processes taking place at multiple
temporal scales is one of the fundamental features of biochemistry,
neural networks, ecological communities, and many other complex systems.
A key feature is that such processes may interact both directly and
indirectly with one another, and such interactions across timescales may
not be pairwise. This makes understanding the relationship between their
components a formidable challenge. In this talk, we will first focus on
how the different timescales associated with each layer impact their
effective couplings. We derive a general decomposition of the joint
probability distribution that is valid for any set of dynamical
processes, and we introduce the general principles governing how
information propagates across timescales. In doing so, we elucidate the
interplay between mutual information and causality in multiscale
systems. We show how this information structure can exploited to study
minimal models of biochemical signaling networks and to understand the
relations between their fundamental components. Further, we apply our
framework to characterize the effective dependencies induced by changing
environmental conditions in coupled stochastic processes. Finally, we
outline a promising future perspective where we introduce the concept of
information precision, which incorporates the variance of mutual
information along stochastic trajectories.
_
_
_The seminar will take place in the *Common area*, Ex SISSA building,
Second floor, via Beirut 2
_ _
_Indico webpage: https://indico.ictp.it/event/10677
__
You are all most welcome to attend!
Best regards,
Erica
--
Erica Sarnataro
Group Secretary
Quantitative Life Sciences
The Abdus Salam International Centre for Theoretical Physics (ICTP)
Trieste, Italy
Tel. +39-040-2240623
www.ictp.it/research/qls.aspx
e-mail:qls at ictp.it
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