This demo nstrates the use of the reversible jump MCMC algorithm for neural networks. It uses a hierarchical full Bayesian model for neural networks. This model treats the model dimension (number of neurons), model parameters, regularisation parameters and noise parameters as random variables that need to be estimated. The derivations and proof of geometric convergence are presented, in detail, in: Christophe Andrieu, Nando de Freitas and Arnaud Doucet. Robust Full Bayesian Learning for Neural Networks. Technical report CUED/F-INFENG/TR 343, Cambridge University Department of Engineering, May 1999. After downloading the file, type "tar -xf rjMCMC.tar" to uncompress it. This creates the directory rjMCMC containing the required m files. Go to this directory, load matlab5 and type "rjdemo1". In the header of the demo file, one can select to monitor the simulation progress (with par.doPlot=1) and modify the simulation parameters.
资源简介:This demo nstrates the use of the reversible jump MCMC algorithm for neural networks. It uses a hierarchical full Bayesian model for neural networks. This model treats the model dimension (number of neurons), model parameters, regularisatio...
上传时间: 2014-01-08
上传用户:cuibaigao
资源简介:This demo nstrates the use of the reversible jump MCMC simulated annealing for neural networks. This algorithm enables us to maximise the joint posterior distribution of the network parameters and the number of basis function. It performs a...
上传时间: 2015-07-19
上传用户:ma1301115706
资源简介:This demo shows the use of the PWM block in generating the pulse waveform whose duty cycle is changing regularly. The PWM waveform period is variable, while the width of the pulse remains constant.
上传时间: 2014-01-15
上传用户:kr770906
资源简介:This sample demonstrates the use of the projection objects ProjCoordSys and GeoCoordSys, and the CoordinateSystem property of the MapLayer object and Map control. This application is intended to teach about the different world projectio...
上传时间: 2015-05-17
上传用户:363186
资源简介:MemoryMonitor demonstrates the use of the java.lang.management API in observing the memory usage of all memory pools consumed by the application. This simple demo program queries the memory usage of each memory pool and plots the mem...
上传时间: 2015-12-04
上传用户:bcjtao
资源简介:This example demonstrates the use of the ADC block and PWM blocks. The generated DSP code produces the pulse waveform whose duty cycle is changing as the voltage applied to ADC input changes. The waveform period is kept constant.
上传时间: 2016-05-17
上传用户:sjyy1001
资源简介:this sample is distantly related to the httpauth sample which demonstrates the use of the SSPI package to implement the client side of NTLM authentication when interacting with IIS
上传时间: 2014-06-15
上传用户:zsjzc
资源简介:This is the complete information of the use of the image processing toolbox in matlab
上传时间: 2014-11-02
上传用户:xfbs821
资源简介:the use of the matlab in newton function.
上传时间: 2013-12-11
上传用户:cuibaigao
资源简介:使用底层技术结束进程。The use of the underlying technology end of the process.
上传时间: 2015-12-03
上传用户:zhoujunzhen