Exploring Brain Dynamics During Ongoing Cognition Using Mapper
Applied Algebraic Topology Network via YouTube
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Overview
Syllabus
Intro
Overview of MRI analysis
Current trends and needs in precision psychiatry
The Mapper pipeline
Experiment design: the continuous multitask paradigm
Simple access to nonlinear distances: the kNN graph and Isomap
Assessing the discriminative power of linear vs nonlinear distances: distance distributions
A heuristic for parameter selection
Validation: core-periphery and community structure relate to behavior
Posthoc analysis via distributions
Optimal transport distances quantify transitions between tasks
Future directions
Taught by
Applied Algebraic Topology Network