2 papers
cs.LG2026
Skeletal Prototypes on Iterative Nerve Expansions
Jordan Eckert, Henry Schenck
Prototype reduction replaces a training set with a smaller representation, and the established methods return a finite set of points. We propose Skeletal Prototypes on Iterative Ne…
stat.ML2025
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…