69 citations · 261 across the 20 of their papers we have counts for
Showing 2018 · stat.MLShow all
2 papers · 2 filters
stat.ML2018
On Theory for BART
Veronika Rockova, Enakshi Saha
Ensemble learning is a statistical paradigm built on the premise that many weak learners can perform exceptionally well when deployed collectively. The BART method of Chipman et al…
stat.ML2018★ 17 cited
Posterior Concentration for Sparse Deep Learning
Nicholas Polson, Veronika Rockova
Spike-and-Slab Deep Learning (SS-DL) is a fully Bayesian alternative to Dropout for improving generalizability of deep ReLU networks. This new type of regularization enables provab…