Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers

Yonatan Geifman
Yonatan Geifman
Guy Uziel
Guy Uziel

ICLR, 2019.

Cited by: 0|Bibtex|Views8
EI
Other Links: academic.microsoft.com|dblp.uni-trier.de|arxiv.org

Abstract:

We consider the problem of uncertainty estimation in the context of (non-Bayesian) deep neural classification. In this context, all known methods are based on extracting uncertainty signals from a trained network optimized to solve the classification problem at hand. We demonstrate that such techniques tend to introduce biased estimates f...More

Code:

Data:

Full Text
Your rating :
0

 

Tags
Comments