Asish Ghoshal

Information-theoretic lower bounds on learning the structure of Bayesian networks.

2016 · arXiv (Cornell University)

In this paper, we study the information theoretic limits of learning the structure of Bayesian networks from data. We show that for Bayesian networks on continuous as well as discrete random variables, there exists a …

Towards Understanding the Behaviors of Optimal Deep Active Learning Algorithms

2020 · arXiv (Cornell University)

Active learning (AL) algorithms may achieve better performance with fewer data because the model guides the data selection process. While many algorithms have been proposed, there is little study on what the optimal AL algorithm …