Student-t Processes as Alternatives to Gaussian Processes

18 February 2014

Papers citing "Student-t Processes as Alternatives to Gaussian Processes"

30 / 80 papers shown

Title
Improved Calibration of Numerical Integration Error in Sigma-Point Filters Jakub Prüher Toni Karvonen Chris J. Oates O. Straka Simo Särkkä 19 8 0 28 Nov 2018
Harmonizable mixture kernels with variational Fourier features Zheyan Shen Markus Heinonen Samuel Kaski 33 17 0 10 Oct 2018
Meta-Learning Priors for Efficient Online Bayesian Regression James Harrison Apoorva Sharma Marco Pavone BDL 20 99 0 24 Jul 2018
Evaluating Gaussian Process Metamodels and Sequential Designs for Noisy Level Set Estimation Xiong Lyu M. Binois M. Ludkovski 6 24 0 18 Jul 2018
Variational Implicit Processes Chao Ma Yingzhen Li José Miguel Hernández-Lobato BDL 24 68 0 06 Jun 2018
Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data William Herlands E. McFowland A. Wilson Daniel B. Neill AI4TS 15 16 0 04 Apr 2018
Bayesian inference for a partially observed birth-death process using data on proportions R. Boys H. Ainsworth Colin S. Gillespie 6 1 0 12 Mar 2018
BRUNO: A Deep Recurrent Model for Exchangeable Data I. Korshunova Jonas Degrave Ferenc Huszár Y. Gal Arthur Gretton J. Dambre BDL 24 33 0 21 Feb 2018
Upgrading from Gaussian Processes to Student's-T Processes Brendan D. Tracey David Wolpert GP 22 39 0 18 Jan 2018
Practical Bayesian optimization in the presence of outliers Ruben Martinez-Cantin K. Tee M. McCourt 14 54 0 12 Dec 2017
Robust Bayesian Optimization with Student-t Likelihood Ruben Martinez-Cantin M. McCourt K. Tee 18 6 0 18 Jul 2017
Distributionally Ambiguous Optimization Techniques for Batch Bayesian Optimization Nikitas Rontsis Michael A. Osborne Paul Goulart 13 4 0 13 Jul 2017
Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian Processes E.C. Garrido-Merchán Daniel Hernández-Lobato 59 227 0 12 Jun 2017
Identification of Gaussian Process State Space Models Stefanos Eleftheriadis Tom Nicholson M. Deisenroth J. Hensman 32 111 0 30 May 2017
Expectation Propagation for t-Exponential Family Using Q-Algebra Futoshi Futami Issei Sato Masashi Sugiyama 18 6 0 25 May 2017
On the construction of probabilistic Newton-type algorithms A. Wills Thomas B. Schon 11 13 0 05 Apr 2017
Student-t Process Quadratures for Filtering of Non-Linear Systems with Heavy-Tailed Noise Jakub Prüher Filip Tronarp Toni Karvonen Simo Särkkä O. Straka 18 19 0 15 Mar 2017
Online Learning for Distribution-Free Prediction Dave Zachariah Petre Stoica Thomas B. Schon 26 8 0 15 Mar 2017
Multivariate Gaussian and Student $-t$ Process Regression for Multi-output Prediction Zexun Chen Bo Wang A. Gorban 13 93 0 13 Mar 2017
Hypervolume-based Multi-objective Bayesian Optimization with Student-t Processes J. Herten Ivo Couckuyt T. Dhaene GP 16 1 0 01 Dec 2016
Funneled Bayesian Optimization for Design, Tuning and Control of Autonomous Systems Ruben Martinez-Cantin 21 42 0 02 Oct 2016
Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Hernández-Lobato Daniel Hernández-Lobato 20 113 0 05 Sep 2016
A flexible state space model for learning nonlinear dynamical systems Andreas Svensson Thomas B. Schon 30 104 0 17 Mar 2016
Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions Amar Shah Zoubin Ghahramani 35 159 0 23 Nov 2015
On the average uncertainty for systems with nonlinear coupling Kenric P. Nelson S. Umarov Mark A. Kon 19 18 0 15 Oct 2015
String and Membrane Gaussian Processes Yves-Laurent Kom Samo Stephen J. Roberts 33 17 0 24 Jul 2015
Correlated Random Measures Rajesh Ranganath David M. Blei 24 21 0 02 Jul 2015
Local Nonstationarity for Efficient Bayesian Optimization Ruben Martinez-Cantin 34 3 0 05 Jun 2015
Differentially Private Bayesian Optimization Matt J. Kusner Jacob R. Gardner Roman Garnett Kilian Q. Weinberger 32 52 0 16 Jan 2015
Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models Michael U. Gutmann J. Corander 45 285 0 14 Jan 2015