QLS seminar (Tosif Ahamed) via Zoom on 1 February 2022 at 15.00 CET
Quantitative Life Sciences Section
qls at ictp.it
Mon Jan 31 09:12:02 CET 2022
Dear All,
On Tuesday, 1 February at 15:00 CET, Dr Tosif Ahamed
(Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto,
Canada) will give a zoom webinar titled:
*Data-driven Modeling of Animal Behavior *
Abstract:
In this talk, I will describe recent work on analyzing behavioral
dynamics using the theory of nonlinear dynamics. I will first describe
ways to convert time-series observations into a phase-space, which is a
maximally predictive geometric representation of the data. The
phase-space, once properly reconstructed, contains all dynamically
relevant information available in the measurements. Next, I will
describe methods to extract meaningful information from the phase space
by analyzing its local geometry and topology. Applications include
separating continuous behaviors into discrete motifs, identifying
salient events, extracting long time-scale structure, quantifying
behavioral variability and studying coupling between sub-systems.
References:
1. Ahamed, Tosif, Antonio C. Costa, and Greg J. Stephens. "Capturing the
continuous complexity of behaviour in Caenorhabditis elegans." Nature
Physics 17.2 (2021): 275-283.
2. Costa, Antonio Carlos, et al. "Maximally predictive ensemble dynamics
from data." arXiv preprint arXiv:2105.12811 (2021).
Indico page http://indico.ictp.it/event/9855/
Zoom Meeting ID to attend the online seminar: 475-819-702
Join Zoom Meeting:https://zoom.us/j/475819702 <https://zoom.us/j/475819702>
/If you haven't registered for previous QLS webinars, please contact
qls at ictp.it to obtain the PASSWORD for this zoom meeting./
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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