68 citations · 319 across the 71 of their papers we have counts for
3 papers · 1 filter
Off-Policy Evaluation Using Information Borrowing and Context-Based Switching
Sutanoy Dasgupta, Yabo Niu, Kishan Panaganti +3
We consider the off-policy evaluation (OPE) problem in contextual bandits, where the goal is to estimate the value of a target policy using the data collected by a logging policy.…
Adaptive posterior convergence in sparse high dimensional clipped generalized linear models
Biraj Subhra Guha, Debdeep Pati
We develop a framework to study posterior contraction rates in sparse high dimensional generalized linear models (GLM). We introduce a new family of GLMs, denoted by clipped GLM, w…
A Hybrid Approximation to the Marginal Likelihood
Eric Chuu, Debdeep Pati, Anirban Bhattacharya
Computing the marginal likelihood or evidence is one of the core challenges in Bayesian analysis. While there are many established methods for estimating this quantity, they predom…