Component isolation for multi-component signal analysis using a non-parametric Gaussian latent feature model

Y Yang, Z Peng, X Dong, W Zhang… - Mechanical Systems and …, 2018 - Elsevier
A challenge in analysing non-stationary multi-component signals is to isolate nonlinearly
time-varying signals especially when they are overlapped in time and frequency plane. In …

Random function priors for correlation modeling

A Zhang, J Paisley - International Conference on Machine …, 2019 - proceedings.mlr.press
The likelihood model of high dimensional data $ X_n $ can often be expressed as $ p (X_n|
Z_n,\theta) $, where $\theta\mathrel {\mathop:}=(\theta_k) _ {k\in [K]} $ is a collection of …

[КНИГА][B] Composing Deep Learning and Bayesian Nonparametric Methods

A Zhang - 2019 - search.proquest.com
Recent progress in Bayesian methods largely focus on non-conjugate models featured with
extensive use of black-box functions: continuous functions implemented with neural …