EigenGP
EigenGP: Gaussian process models with adaptive eigenfunctions
Install / Use
/learn @hao-peng/EigenGPREADME
================================================================================ 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.
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demo file: demo.m
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sequential update (EigenGP): EigenGP_Upd_kerB_UI.m and EigenGP_Upd_W_UI.m:
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joint update (EigenGP*): EigenGP_Upd_kerBW_UI.m
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with additional diagonal term (EigenGP+): EigenGP_unbnd_delta_kerB_UI.m:
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