Ruth Baker: Integrating mechanistic models with computational statistics and machine learning to

(30 avril 2024/April 30, 2024) CRM Distinguished Lectures in Applied Mathematics. www.crmath.ca/en/activities/#...
Ruth Baker: Integrating mechanistic models with computational statistics
and machine learning to provide new insights.
Abstract: With the advent of a host of new experimental technologies, the last ten years has seen an explosion in the amount and types of quantitative data now being generated in the fields of cell and developmental biology. Whilst these data have the potential to provide significant new insights into key processes, there are significant challenges in interrogating them using classical mechanistic mathematical models. In this talk I will outline some of those challenges and how we have begun to tackle them through the integration of tools from computational statistics and machine learning.