257 citations · 1.4k across the 55 of their papers we have counts for
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cs.IT2013★ 18 cited
Noisy Bayesian Active Learning
Mohammad Naghshvar, Tara Javidi, Kamalika Chaudhuri
We consider the problem of noisy Bayesian active learning, where we are given a finite set of functions , a sample space , and a label set .…
cs.IT2013★ 52 cited
Extrinsic Jensen-Shannon Divergence: Applications to Variable-Length Coding
Mohammad Naghshvar, Tara Javidi, Michèle Wigger
This paper considers the problem of variable-length coding over a discrete memoryless channel (DMC) with noiseless feedback. The paper provides a stochastic control view of the pro…
math.OC2013
Distributed Learning of Distributions via Social Sampling
Anand D. Sarwate, Tara Javidi
A protocol for distributed estimation of discrete distributions is proposed. Each agent begins with a single sample from the distribution, and the goal is to learn the empirical di…