ePoster · Computational Neuroscience
Identifying key structural connections from functional response data: theory & applications
Tirthabir Biswas,Tianzhi Lambus,James Fitzgerald · COSYNE 2022
Thu, Mar 17, 2022
Being able to identify key patterns of neural network connectivity that are specifically required to generate functional response patterns is a challenging and aspirational goal in neuroscience. The difficulty, in part, is because we are typically only able to probe a network with a limited number of stimulus conditions, and there exists huge degeneracies in the ways we can connect the neurons to reproduce the observed responses. Here we present a new geometric ensemble modeling approach to this problem. Inspired by whole-brain imaging approaches, we assume that we have access to a finite numb