Exploring Brain Dynamics During Ongoing Cognition Using Mapper

Exploring Brain Dynamics During Ongoing Cognition Using Mapper

Applied Algebraic Topology Network via YouTube Direct link

Intro

1 of 12

1 of 12

Intro

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Exploring Brain Dynamics During Ongoing Cognition Using Mapper

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  1. 1 Intro
  2. 2 Overview of MRI analysis
  3. 3 Current trends and needs in precision psychiatry
  4. 4 The Mapper pipeline
  5. 5 Experiment design: the continuous multitask paradigm
  6. 6 Simple access to nonlinear distances: the kNN graph and Isomap
  7. 7 Assessing the discriminative power of linear vs nonlinear distances: distance distributions
  8. 8 A heuristic for parameter selection
  9. 9 Validation: core-periphery and community structure relate to behavior
  10. 10 Posthoc analysis via distributions
  11. 11 Optimal transport distances quantify transitions between tasks
  12. 12 Future directions

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