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stat.ML2026
Prototype Selection Using Topological Data Analysis
Jordan Eckert, Elvan Ceyhan, Henry Schenck
Prototype selection methods compress a training set, but the existing taxonomy of condensation, edition, hybrid, competence-based, optimization-based, and clustering-based families…
stat.ML2025
Stochastic Path Planning in Correlated Obstacle Fields
Li Zhou, Elvan Ceyhan
We introduce the Stochastic Correlated Obstacle Scene (SCOS) problem, a navigation setting with spatially correlated obstacles of uncertain blockage status, realistically constrain…