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EigenGP

EigenGP: Gaussian process models with adaptive eigenfunctions

Install / Use

/learn @hao-peng/EigenGP
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

================================================================================ This software implement the EigenGP in the paper: EigenGP:Guassian process models with adaptive eigenfunctions, Hao Peng, Yuan Qi, IJCAI 2015 Copyright (C) 2015 Hao Peng (pengh at purdue d_o_t edu)

	This program is free software: you can redistribute it and/or modify
	it under the terms of the GNU General Public License as published by
	the Free Software Foundation, either version 3 of the License, or
	(at your option) any later version.
	

	This program is distributed in the hope that it will be useful,
	but WITHOUT ANY WARRANTY; without even the implied warranty of
	MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
	GNU General Public License for more details.
	
	You should have received a copy of the GNU General Public License
	along with this program.  If not, see <http://www.gnu.org/licenses/>.

================================================================================

EigenGP for regression in Matlab. Experimental purpose only.

  1. demo file: demo.m

  2. sequential update (EigenGP): EigenGP_Upd_kerB_UI.m and EigenGP_Upd_W_UI.m:

  3. joint update (EigenGP*): EigenGP_Upd_kerBW_UI.m

  4. with additional diagonal term (EigenGP+): EigenGP_unbnd_delta_kerB_UI.m:

Related Skills

View on GitHub
GitHub Stars8
CategoryDevelopment
Updated1y ago
Forks0

Languages

Matlab

Security Score

55/100

Audited on Oct 27, 2024

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