1 citations · 1 across the 1 of their papers we have counts for
4 papers
Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes
Jun Yang, Shengyang Sun, Daniel M. Roy
The developments of Rademacher complexity and PAC-Bayesian theory have been largely independent. One exception is the PAC-Bayes theorem of Kakade, Sridharan, and Tewari (2008), whi…
Optimal Scaling of Random-Walk Metropolis Algorithms on General Target Distributions
Jun Yang, Gareth O. Roberts, Jeffrey S. Rosenthal
One main limitation of the existing optimal scaling results for Metropolis--Hastings algorithms is that the assumptions on the target distribution are unrealistic. In this paper, w…
Spectral Inference under Complex Temporal Dynamics
Jun Yang, Zhou Zhou
We develop unified theory and methodology for the inference of evolutionary Fourier power spectra for a general class of locally stationary and possibly nonlinear processes. In par…
A Short Survey on Bounding the Union Probability using Partial Information
Jun Yang, Fady Alajaji, Glen Takahara
This is a short survey on existing upper and lower bounds on the probability of the union of a finite number of events using partial information given in terms of the individual or…