Multi-fidelity modeling with different input domain definitions using
Deep Gaussian Processes

Multi-fidelity modeling with different input domain definitions using Deep Gaussian Processes

29 June 2020

El-Ghazali Talbi

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Papers citing "Multi-fidelity modeling with different input domain definitions using Deep Gaussian Processes"

14 / 14 papers shown

Title
Emulation of physical processes with Emukit Andrei Paleyes Mark Pullin Maren Mahsereci Cliff McCollum Neil D. Lawrence Javier I. González 67 80 0 25 Oct 2021
A support vector regression-based multi-fidelity surrogate model Maolin Shi Shuo Wang Wei Sun Liye Lv Xueguan Song AI4CE 39 67 0 22 Jun 2019
Bayesian Optimization using Deep Gaussian Processes Ali Hebbal Loïc Brevault M. Balesdent El-Ghazali Talbi N. Melab GP 79 70 0 07 May 2019
Deep Gaussian Processes for Multi-fidelity Modeling Kurt Cutajar Mark Pullin Andreas C. Damianou Neil D. Lawrence Javier I. González AI4CE 59 110 0 18 Mar 2019
Survey of multifidelity methods in uncertainty propagation, inference, and optimization Benjamin Peherstorfer Karen E. Willcox M. Gunzburger AI4CE 48 755 0 28 Jun 2018
Natural Gradients in Practice: Non-Conjugate Variational Inference in Gaussian Process Models Hugh Salimbeni Stefanos Eleftheriadis J. Hensman BDL 73 86 0 24 Mar 2018
Doubly Stochastic Variational Inference for Deep Gaussian Processes Hugh Salimbeni M. Deisenroth BDL GP 86 421 0 24 May 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 78 666 0 27 Oct 2016
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs Emilija Perković J. Textor M. Kalisch Marloes H. Maathuis OffRL 62 145 0 22 Jun 2016
Deep Multi-fidelity Gaussian Processes M. Raissi George Karniadakis 58 55 0 26 Apr 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,260 0 22 Dec 2014
Gaussian Processes for Big Data J. Hensman Nicolò Fusi Neil D. Lawrence GP 107 1,235 0 26 Sep 2013
Deep Gaussian Processes Andreas C. Damianou Neil D. Lawrence GP BDL 138 1,183 0 02 Nov 2012
Recursive co-kriging model for Design of Computer experiments with multiple levels of fidelity with an application to hydrodynamic Loic Le Gratiet AI4CE 132 295 0 02 Oct 2012