69 citations · 116 across the 31 of their papers we have counts for
5 papers · 1 filter
Wasserstein Soft Label Propagation on Hypergraphs: Algorithm and Generalization Error Bounds
Tingran Gao, Shahab Asoodeh, Yi Huang +1
Inspired by recent interests of developing machine learning and data mining algorithms on hypergraphs, we investigate in this paper the semi-supervised learning algorithm of propag…
A Tamper-Free Semi-Universal Communication System for Deletion Channels
Shahab Asoodeh, Yi Huang, Ishanu Chattopadhyay
We investigate the problem of reliable communication between two legitimate parties over deletion channels under an active eavesdropping (aka jamming) adversarial model. To this go…
Curvature of Hypergraphs via Multi-Marginal Optimal Transport
Shahab Asoodeh, Tingran Gao, James Evans
We introduce a novel definition of curvature for hypergraphs, a natural generalization of graphs, by introducing a multi-marginal optimal transport problem for a naturally defined…
Generalizing Bottleneck Problems
Hsiang Hsu, Shahab Asoodeh, Salman Salamatian +1
Given a pair of random variables and two convex functions and , we introduce two bottleneck functionals as the lower and upper boundaries of the two-d…
On the Noise-Information Separation of a Private Principal Component Analysis Scheme
Mario Diaz, Shahab Asoodeh, Fady Alajaji +3
In a survey disclosure model, we consider an additive noise privacy mechanism and study the trade-off between privacy guarantees and statistical utility. Privacy is approached from…