Two persistent homology pipelines quantify regional thinning and pairwise structural similarity in T1 MRI, separating AD from CN subjects at ROC-AUC 0.895 and tracking longitudinal change without template registration.
The GUDHI library: Simplicial complexes and persistent homology
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Support-weighted partial recentering of maxmin seeds using halfspace depth yields consistent geometric improvement over standard maxmin in planar benchmarks while preserving thresholded H1 summaries.
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Homology-based Morphometry of Brain Atrophy: Methods and Applications
Two persistent homology pipelines quantify regional thinning and pairwise structural similarity in T1 MRI, separating AD from CN subjects at ROC-AUC 0.895 and tracking longitudinal change without template registration.
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Local Depth-Based Corrections to Maxmin Landmark Selection for Lazy Witness Persistence
Support-weighted partial recentering of maxmin seeds using halfspace depth yields consistent geometric improvement over standard maxmin in planar benchmarks while preserving thresholded H1 summaries.