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来自「The Bayesian Committee Machine (BCM) is 」· 代码 · 共 50 行
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Bayesian Committee MachineVersion 1.0, November 2005The Bayesian Committee Machine (BCM) is an approximation method forlarge-scale Gaussian process regression.What you should know beforehand:- The code is for Matlab- It requires the Netlab toolbox. You can download Netlab from http://www.ncrg.aston.ac.uk/netlab/- Install Netlab *before* trying to run any of the programs here.- To get started and to check your installation, try running 'dembcm.m'- If you are looking for example code to run the BCM, have a look at dembcm.m All of the main features are used and explained there.Relevant publications:V. Tresp. A bayesian committee machine. Neural Computation, 12, 2000A. Schwaighofer and V. Tresp. Transductive and inductive methods forapproximate Gaussian process regression. In S. Becker, S. Thrun, andK. Obermayer, editors, Advances in Neural Information Processing Systems15. MIT Press, 2003============================================================This program is free software; you can redistribute it and/ormodify it under the terms of the GNU General Public Licenseas published by the Free Software Foundation; either version 2of 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 ofMERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See theGNU General Public License for more details.You should have received a copy of the GNU General Public Licensealong with this program; if not, write to the Free Software Foundation, Inc.,59 Temple Place - Suite 330, Boston, MA 02111-1307, USA.
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