JSTOR Daily

α-VARIATIONAL INFERENCE WITH STATISTICAL GUARANTEES

We provide statistical guarantees for a family of variational approximations to Bayesian posterior distributions, called α-VB, which has close connections with variational approximations of tempered ...
JSTOR Daily

VARIATIONAL INFERENCE FOR PROBABILISTIC POISSON PCA

Many application domains, such as ecology or genomics, have to deal with multivariate non-Gaussian observations. A typical example is the joint observation of the respective abundances of a set of ...
IEEE

Variational Inference-Based Multi-Target Localization Under Impulsive Noise

Abstract: This paper presents a novel method for multi-target counting and localization based on Variational Bayesian Inference (VBI), which addresses the challenge of multi-target localization under ...
IEEE

Variational Bayesian Inference-Inspired Network for Compressive Spectral Imaging

Abstract: In Coded Aperture Snapshot Spectral Imaging (CASSI) systems, model-based approaches highly rely on the handcrafted priors, while data-driven methods overlook the physical degradation process ...