242 citations · 416 across the 24 of their papers we have counts for
24 papers
Optimal Compression for Minimizing Classification Error Probability: an Information-Theoretic Approach
Jingchao Gao, Ao Tang, Weiyu Xu
We formulate the problem of performing optimal data compression under the constraints that compressed data can be used for accurate classification in machine learning. We show that…
Task-Aware Network Coding Over Butterfly Network
Jiangnan Cheng, Sandeep Chinchali, Ao Tang
Network coding allows distributed information sources such as sensors to efficiently compress and transmit data to distributed receivers across a bandwidth-limited network. Classic…
Data Sharing and Compression for Cooperative Networked Control
Jiangnan Cheng, Marco Pavone, Sachin Katti +2
Sharing forecasts of network timeseries data, such as cellular or electricity load patterns, can improve independent control applications ranging from traffic scheduling to power g…
On Upper Bounding Shannon Capacity of Graph Through Generalized Conic Programming
Yingjie Bi, Ao Tang
The Shannon capacity of a graph is an important graph invariant in information theory that is extremely difficult to compute. The Lovasz number, which is based on semidefinite prog…
Refined Shapley-Folkman Lemma and Its Application in Duality Gap Estimation
Yingjie Bi, Ao Tang
Based on concepts like kth convex hull and finer characterization of nonconvexity of a function, we propose a refinement of the Shapley-Folkman lemma and derive a new estimate for…
Phase-coupled Oscillators with Plastic Coupling: Synchronization and Stability
Andrey Gushchin, Enrique Mallada, Ao Tang
In this article we study synchronization of systems of homogeneous phase-coupled oscillators with plastic coupling strengths and arbitrary underlying topology. The dynamics of the…