3 citations · 4 across the 8 of their papers we have counts for
3 papers · 1 filter
Testing for Anomalies: Active Strategies and Non-asymptotic Analysis
Dhruva Kartik, Ashutosh Nayyar, Urbashi Mitra
The problem of verifying whether a multi-component system has anomalies or not is addressed. Each component can be probed over time in a data-driven manner to obtain noisy observat…
Active Hypothesis Testing: Beyond Chernoff-Stein
Dhruva Kartik, Ashutosh Nayyar, Urbashi Mitra
An active hypothesis testing problem is formulated. In this problem, the agent can perform a fixed number of experiments and then decide on one of the hypotheses. The agent is also…
Policy Design for Active Sequential Hypothesis Testing using Deep Learning
Dhruva Kartik, Ekraam Sabir, Urbashi Mitra +1
Information theory has been very successful in obtaining performance limits for various problems such as communication, compression and hypothesis testing. Likewise, stochastic con…