2 papers
cs.LG2021
Finding High-Value Training Data Subset through Differentiable Convex Programming
Soumi Das, Arshdeep Singh, Saptarshi Chatterjee +2
Finding valuable training data points for deep neural networks has been a core research challenge with many applications. In recent years, various techniques for calculating the "v…
stat.ME2020
A Model-free Approach for Testing Association
Saptarshi Chatterjee, Shrabanti Chowdhury, Sanjib Basu
The question of association between outcome and feature is generally framed in the context of a model on functional and distributional forms. Our motivating application is that of…