no code implementations • ICLR 2019 • Haoyu Fu, Yuejie Chi, Yingbin Liang
We prove that with Gaussian inputs, the empirical risk based on cross entropy exhibits strong convexity and smoothness {\em uniformly} in a local neighborhood of the ground truth, as soon as the sample complexity is sufficiently large.
no code implementations • 23 Jul 2014 • Yuejie Chi, Haoyu Fu
Networked sensing, where the goal is to perform complex inference using a large number of inexpensive and decentralized sensors, has become an increasingly attractive research topic due to its applications in wireless sensor networks and internet-of-things.
