Multi-Output Gaussian Processes for Graph-Structured Data

22 May 2025

Papers citing "Multi-Output Gaussian Processes for Graph-Structured Data"

14 / 14 papers shown

Title
Transductive Kernels for Gaussian Processes on Graphs Yin-Cong Zhi Felix L. Opolka Yin Cheng Ng Pietro Lio Xiaowen Dong 27 1 0 28 Nov 2022
Matérn Gaussian Processes on Graphs Viacheslav Borovitskiy I. Azangulov Alexander Terenin P. Mostowsky M. Deisenroth N. Durrande 25 80 0 29 Oct 2020
Graph signal processing for machine learning: A review and new perspectives Xiaowen Dong D. Thanou Laura Toni M. Bronstein P. Frossard 44 161 0 31 Jul 2020
Gaussian Processes on Graphs via Spectral Kernel Learning Yin-Cong Zhi Yin Cheng Ng Xiaowen Dong 19 32 0 12 Jun 2020
When Gaussian Process Meets Big Data: A Review of Scalable GPs Haitao Liu Yew-Soon Ong Xiaobo Shen Jianfei Cai GP 76 685 0 03 Jul 2018
Gaussian Processes Over Graphs Arun Venkitaraman Saikat Chatterjee P. Händel 30 39 0 15 Mar 2018
A Time-Vertex Signal Processing Framework Francesco Grassi Andreas Loukas Nathanael Perraudin B. Ricaud 35 173 0 05 May 2017
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 532 3,264 0 24 Nov 2016
Deep Convolutional Networks on Graph-Structured Data Mikael Henaff Joan Bruna Yann LeCun GNN 134 1,585 0 16 Jun 2015
Gaussian Processes for Data-Efficient Learning in Robotics and Control M. Deisenroth Dieter Fox C. Rasmussen 88 688 0 10 Feb 2015
Learning parametric dictionaries for graph signals D. Thanou D. Shuman P. Frossard 50 118 0 05 Jan 2014
Gaussian Process Optimization with Mutual Information E. Contal Vianney Perchet Nicolas Vayatis 77 82 0 19 Nov 2013
Gaussian Process Kernels for Pattern Discovery and Extrapolation A. Wilson Ryan P. Adams GP 56 604 0 18 Feb 2013
Kernels for Vector-Valued Functions: a Review Mauricio A. Alvarez Lorenzo Rosasco Neil D. Lawrence GP 150 918 0 30 Jun 2011