Modeling behaviorally relevant neural dynamics enabled by preferential subspace identification
Sign Up to like & getrecommendations! Published in 2020 at "Nature Neuroscience"
DOI: 10.1038/s41593-020-00733-0
Abstract: Neural activity exhibits complex dynamics related to various brain functions, internal states and behaviors. Understanding how neural dynamics explain specific measured behaviors requires dissociating behaviorally relevant and irrelevant dynamics, which is not achieved with current… read more here.
Keywords: neural dynamics; subspace identification; preferential subspace; relevant neural ... See more keywords
Dissociative and prioritized modeling of behaviorally relevant neural dynamics using recurrent neural networks
Sign Up to like & getrecommendations! Published in 2024 at "Nature Neuroscience"
DOI: 10.1038/s41593-024-01731-2
Abstract: Understanding the dynamical transformation of neural activity to behavior requires new capabilities to nonlinearly model, dissociate and prioritize behaviorally relevant neural dynamics and test hypotheses about the origin of nonlinearity. We present dissociative prioritized analysis… read more here.
Keywords: dissociative prioritized; neural behavioral; nonlinear dynamical; relevant neural ... See more keywords