1 code implementation • 13 Jun 2019 • Jean Feng, Arjun Sondhi, Jessica Perry, Noah Simon
Though black-box predictors are state-of-the-art for many complex tasks, they often fail to properly quantify predictive uncertainty and may provide inappropriate predictions for unfamiliar data.
no code implementations • 9 Jun 2019 • Arjun Sondhi, David Arbour, Drew Dimmery
We show that minimizing the risk of the classifier implies minimization of imbalance to the desired counterfactual distribution of state-action pairs.
no code implementations • 16 Jun 2018 • Arjun Sondhi, Ali Shojaie
In particular, it results in more efficient and accurate estimation in large networks containing hub nodes, which are common in biological systems.