Flexible distribution-free conditional predictive bands using density estimators.

Rafael Izbicki Gilson T. Shimizu Rafael Bassi Stern

Published in: AISTATS (2020)

Keyphrases

distribution free
density estimation
normal distribution
large deviations
vc dimension
machine learning
training data
sample complexity
concept class
lower bound
upper bound
worst case
theoretical analysis
random variables