53 citations · 121 across the 5 of their papers we have counts for
5 papers
Approximate dynamic programming using fluid and diffusion approximations with applications to power management
Wei Chen, Dayu Huang, Ankur A. Kulkarni +5
Neuro-dynamic programming is a class of powerful techniques for approximating the solution to dynamic programming equations. In their most computationally attractive formulations,…
Generalized Error Exponents For Small Sample Universal Hypothesis Testing
Dayu Huang, Sean Meyn
The small sample universal hypothesis testing problem is investigated in this paper, in which the number of samples is smaller than the number of possible outcomes . The goa…
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…
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…