Spectral Mixture Kernels for Multi-Output Gaussian Processes

5 September 2017

Papers citing "Spectral Mixture Kernels for Multi-Output Gaussian Processes"

16 / 16 papers shown

Title
A spectrum of physics-informed Gaussian processes for regression in engineering E. Cross T. Rogers D. J. Pitchforth S. Gibson Matthew R. Jones 24 8 0 19 Sep 2023
Gaussian process deconvolution Felipe A. Tobar Arnaud Robert Jorge F. Silva 33 5 0 08 May 2023
A Principled Method for the Creation of Synthetic Multi-fidelity Data Sets Clyde Fare Peter Fenner Edward O. Pyzer-Knapp 28 2 0 11 Aug 2022
Learning Multi-Task Gaussian Process Over Heterogeneous Input Domains Haitao Liu Kai Wu Yew-Soon Ong Chao Bian Xiaomo Jiang Xiaofang Wang 24 7 0 25 Feb 2022
Geometry-Aware Hierarchical Bayesian Learning on Manifolds Yonghui Fan Yalin Wang 18 2 0 30 Oct 2021
Scalable Multi-Task Gaussian Processes with Neural Embedding of Coregionalization Haitao Liu Jiaqi Ding Xinyu Xie Xiaomo Jiang Yusong Zhao Xiaofang Wang BDL 34 14 0 20 Sep 2021
Recent Advances in Data-Driven Wireless Communication Using Gaussian Processes: A Comprehensive Survey Kai Chen Qinglei Kong Yijue Dai Yue Xu Feng Yin Lexi Xu Shuguang Cui 38 30 0 18 Mar 2021
Transferring model structure in Bayesian transfer learning for Gaussian process regression Milan Papez A. Quinn 27 11 0 18 Jan 2021
Cluster-Specific Predictions with Multi-Task Gaussian Processes Arthur Leroy Pierre Latouche Benjamin Guedj S. Gey 23 4 0 16 Nov 2020
MOGPTK: The Multi-Output Gaussian Process Toolkit T. Wolff Alejandro Cuevas Felipe A. Tobar GP 22 45 0 09 Feb 2020
Latent Function Decomposition for Forecasting Li-ion Battery Cells Capacity: A Multi-Output Convolved Gaussian Process Approach Abdallah A. Chehade A. Hussein BDL 15 16 0 19 Jul 2019
Compositionally-Warped Gaussian Processes Gonzalo Rios Felipe A. Tobar 27 41 0 23 Jun 2019
NIPS - Not Even Wrong? A Systematic Review of Empirically Complete Demonstrations of Algorithmic Effectiveness in the Machine Learning and Artificial Intelligence Literature Franz J. Király Bilal A. Mateen R. Sonabend 23 10 0 18 Dec 2018
Bayesian Nonparametric Spectral Estimation Felipe A. Tobar 19 29 0 06 Sep 2018
Heterogeneous Multi-output Gaussian Process Prediction P. Moreno-Muñoz Antonio Artés-Rodríguez Mauricio A. Alvarez 22 71 0 19 May 2018
Learning non-Gaussian Time Series using the Box-Cox Gaussian Process Gonzalo Rios Felipe A. Tobar GP 21 14 0 19 Mar 2018