Gaussian Processes Over Graphs

v1v2 (latest)

Gaussian Processes Over Graphs

15 March 2018

Arun Venkitaraman

Saikat Chatterjee

ArXiv (abs)PDF HTML

Papers citing "Gaussian Processes Over Graphs"

15 / 15 papers shown

Title
Multi-Output Gaussian Processes for Graph-Structured Data Ayano Nakai-Kasai Tadashi Wadayama 154 0 0 22 May 2025
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks Pau Ferrer-Cid Jose M. Barcelo-Ordinas J. García-Vidal 192 4 0 28 Oct 2024
Learning signals defined on graphs with optimal transport and Gaussian process regression Raphael Carpintero Perez Sébastien da Veiga Josselin Garnier B. Staber 203 1 0 21 Oct 2024
Kernel Regression for Graph Signal Prediction in Presence of Sparse Noise Arun Venkitaraman M. Fokkema Saikat Chatterjee 12 2 0 06 Nov 2018
Multi-kernel Regression For Graph Signal Processing Arun Venkitaraman Saikat Chatterjee P. Händel 16 8 0 12 Mar 2018
Classification of MRI data using Deep Learning and Gaussian Process-based Model Selection H. Bertrand M. Perrot R. Ardon Isabelle Bloch 51 9 0 16 Jan 2017
Gaussian process regression can turn non-uniform and undersampled diffusion MRI data into diffusion spectrum imaging Jens Sjölund Anders Eklund E. Özarslan H. Knutsson MedIm DiffM 17 8 0 09 Nov 2016
Random Feature Expansions for Deep Gaussian Processes Kurt Cutajar Edwin V. Bonilla Pietro Michiardi Maurizio Filippone BDL 44 144 0 14 Oct 2016
Kernel-based Reconstruction of Graph Signals Daniel Romero Meng Ma G. Giannakis 61 182 0 23 May 2016
Fast Robust PCA on Graphs N. Shahid Nathanael Perraudin Vassilis Kalofolias Gilles Puy P. Vandergheynst 79 109 0 29 Jul 2015
Learning Laplacian Matrix in Smooth Graph Signal Representations Xiaowen Dong D. Thanou P. Frossard P. Vandergheynst 140 28 0 30 Jun 2014
Learning parametric dictionaries for graph signals D. Thanou D. Shuman P. Frossard 90 119 0 05 Jan 2014
Deep Gaussian Processes Andreas C. Damianou Neil D. Lawrence GP BDL 149 1,184 0 02 Nov 2012
The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains D. Shuman S. K. Narang P. Frossard Antonio Ortega P. Vandergheynst 138 3,984 0 31 Oct 2012
Compact Support Biorthogonal Wavelet Filterbanks for Arbitrary Undirected Graphs S. K. Narang Antonio Ortega 79 214 0 30 Oct 2012