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Quang Minh Hoang

2 accepted papers

2016

A Distributed Variational Inference Framework for Unifying Parallel Sparse Gaussian Process Regression Models

ICML 2016poster

This paper presents a novel distributed variational inference framework that unifies many parallel sparse Gaussian process regression (SGPR) models for scalable hyperparameter learning with big data. To achieve this, our framework exploits a structure of correlated noise process model that represent…

Cited by 62SourcePDFScholar
2015

A Unifying Framework of Anytime Sparse Gaussian Process Regression Models with Stochastic Variational Inference for Big Data

ICML 2015poster

This paper presents a novel unifying framework of anytime sparse Gaussian process regression (SGPR) models that can produce good predictive performance fast and improve their predictive performance over time. Our proposed unifying framework reverses the variational inference procedure to theoretical…

Cited by 109SourcePDFScholar