193 citations · 703 across the 59 of their papers we have counts for
4 papers · 1 filter
Classification with High-Dimensional Sparse Samples
Dayu Huang, Sean Meyn
The task of the binary classification problem is to determine which of two distributions has generated a length- test sequence. The two distributions are unknown; two training s…
Feature Extraction for Universal Hypothesis Testing via Rank-constrained Optimization
Dayu Huang, Sean Meyn
This paper concerns the construction of tests for universal hypothesis testing problems, in which the alternate hypothesis is poorly modeled and the observation space is large. The…
Minimax Robust Quickest Change Detection
Jayakrishnan Unnikrishnan, Venugopal V. Veeravalli, Sean Meyn
The popular criteria of optimality for quickest change detection procedures are the Lorden criterion, the Shiryaev-Roberts-Pollak criterion, and the Bayesian criterion. In this pap…
Universal and Composite Hypothesis Testing via Mismatched Divergence
Jayakrishnan Unnikrishnan, Dayu Huang, Sean Meyn +2
For the universal hypothesis testing problem, where the goal is to decide between the known null hypothesis distribution and some other unknown distribution, Hoeffding proposed a u…