5 citations · 6 across the 2 of their papers we have counts for
2 papers
math.ST2009★ 5 cited
High confidence estimates of the mean of heavy-tailed real random variables
Olivier Catoni
We present new estimators of the mean of a real valued random variable, based on PAC-Bayesian iterative truncation. We analyze the non-asymptotic minimax properties of the deviatio…
stat.ML2007★ 1 cited
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning
Olivier Catoni
This monograph deals with adaptive supervised classification, using tools borrowed from statistical mechanics and information theory, stemming from the PACBayesian approach pioneer…