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20192022
most citedClass Density and Dataset Quality in High-Dimensional, Unstructured Data

3 citations · 4 across the 4 of their papers we have counts for

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cs.LG2022★ 3 cited

Class Density and Dataset Quality in High-Dimensional, Unstructured Data

Adam Byerly, Tatiana Kalganova

We provide a definition for class density that can be used to measure the aggregate similarity of the samples within each of the classes in a high-dimensional, unstructured dataset…

cs.LG2022

Towards an Analytical Definition of Sufficient Data

Adam Byerly, Tatiana Kalganova

We show that, for each of five datasets of increasing complexity, certain training samples are more informative of class membership than others. These samples can be identified a p…