154 citations · 474 across the 50 of their papers we have counts for
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Round Robin Active Sequential Change Detection for Dependent Multi-Channel Data
Anamitra Chaudhuri, Georgios Fellouris, Ali Tajer
This paper considers the problem of sequentially detecting a change in the joint distribution of multiple data sources under a sampling constraint. Specifically, the channels or so…
Scalable Intervention Target Estimation in Linear Models
Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri +1
This paper considers the problem of estimating the unknown intervention targets in a causal directed acyclic graph from observational and interventional data. The focus is on soft…
Active Sampling for the Quickest Detection of Markov Networks
Javad Heydari, Ali Tajer, H. Vincent Poor
Consider random variables forming a Markov random field (MRF). The true model of the MRF is unknown, and it is assumed to belong to a binary set. The objective is to sequential…