13 citations · 29 across the 9 of their papers we have counts for
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cs.IT2020
Constrained Functional Value under General Convexity Conditions with Applications to Distributed Simulation
Yanjun Han
We show a general phenomenon of the constrained functional value for densities satisfying general convexity conditions, which generalizes the observation in Bobkov and Madiman (201…
cs.IT2019★ 13 cited
Lower Bounds for Learning Distributions under Communication Constraints via Fisher Information
Leighton Pate Barnes, Yanjun Han, Ayfer Ozgur
We consider the problem of learning high-dimensional, nonparametric and structured (e.g. Gaussian) distributions in distributed networks, where each node in the network observes an…
cs.IT2017★ 1 cited
Estimating the Fundamental Limits is Easier than Achieving the Fundamental Limits
Jiantao Jiao, Yanjun Han, Irena Fischer-Hwang +1
We show through case studies that it is easier to estimate the fundamental limits of data processing than to construct explicit algorithms to achieve those limits. Focusing on bina…