Automated Augmented Conjugate Inference for Non-conjugate Gaussian Process Models

26 February 2020

Papers citing "Automated Augmented Conjugate Inference for Non-conjugate Gaussian Process Models"

15 / 15 papers shown

Title
Monte Carlo Gradient Estimation in Machine Learning S. Mohamed Mihaela Rosca Michael Figurnov A. Mnih 67 408 0 25 Jun 2019
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation Théo Galy-Fajou F. Wenzel Christian Donner Manfred Opper 48 30 0 23 May 2019
Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes Christian Donner Manfred Opper 65 36 0 02 Aug 2018
Stable Gaussian Process based Tracking Control of Euler-Lagrange Systems Thomas Beckers Dana Kulić Sandra Hirche 54 126 0 19 Jun 2018
Natural Gradients in Practice: Non-Conjugate Variational Inference in Gaussian Process Models Hugh Salimbeni Stefanos Eleftheriadis J. Hensman BDL 60 85 0 24 Mar 2018
Efficient Gaussian Process Classification Using Polya-Gamma Data Augmentation F. Wenzel Théo Galy-Fajou Christian Donner Marius Kloft Manfred Opper 53 36 0 18 Feb 2018
Bayesian Nonlinear Support Vector Machines for Big Data F. Wenzel Théo Galy-Fajou M. Deutsch Marius Kloft BDL 50 27 0 18 Jul 2017
Conjugate-Computation Variational Inference : Converting Variational Inference in Non-Conjugate Models to Inferences in Conjugate Models Mohammad Emtiyaz Khan Wu Lin BDL 47 135 0 13 Mar 2017
GPflow: A Gaussian process library using TensorFlow A. G. Matthews Mark van der Wilk T. Nickson Keisuke Fujii A. Boukouvalas Pablo León-Villagrá Zoubin Ghahramani J. Hensman GP 73 664 0 27 Oct 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 246 4,778 0 04 Jan 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 149,842 0 22 Dec 2014
Scalable Variational Gaussian Process Classification J. Hensman A. G. Matthews Zoubin Ghahramani BDL 70 642 0 07 Nov 2014
Variational Inference in Nonconjugate Models Chong-Jun Wang David M. Blei BDL 94 229 0 19 Sep 2012
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 246 2,621 0 29 Jun 2012
Gaussian Process Regression with a Student-t Likelihood Pasi Jylänki J. Vanhatalo Aki Vehtari GP 93 165 0 22 Jun 2011