卷积（convolutional ）受限玻尔兹曼机（RBM）的必备学习材料

卷积(convolutional )受限玻尔兹曼机(RBM)的必备学习材料，有助于了解深度学习方法原理。

function compWhitMatrix（input w）

samples = 100000;

load data;
N = size（input4）;
W = size（input2）;
H = size（input1）;

X = zeros（samples w*w）;
for i = 1:samples
    im = randi（N）;
    x = randi（W-w+1）-1; y = randi（H-w+1）-1;
    patch = input（y+1:y+w x+1:x+w :im）;
    X（i:） = patch（:）‘;
end

[~~uwhMwhM]=whiten（X）;

save（sprintf（‘whitM_%d‘w） ‘whM‘ ‘uwhM‘）;

 属性            大小     日期    时间   名称
----------- ---------  ---------- -----  ----
     文件         105  2013-07-31 23:06  convolutionalRBM.m-master\.gitignore
     文件         372  2013-07-31 23:06  convolutionalRBM.m-master\compWhitMatrix.m
     文件         556  2013-07-31 23:06  convolutionalRBM.m-master\conve.m
     文件         559  2013-07-31 23:06  convolutionalRBM.m-master\convs.m
     文件         544  2013-07-31 23:06  convolutionalRBM.m-master\convs4.m
     文件         779  2013-07-31 23:06  convolutionalRBM.m-master\getparams.m
     文件        1792  2013-07-31 23:06  convolutionalRBM.m-master\make.m
     文件       10175  2013-07-31 23:06  convolutionalRBM.m-master\nvmex.m
     文件      105660  2013-07-31 23:06  convolutionalRBM.m-master\nvmex.pl
     文件        3370  2013-07-31 23:06  convolutionalRBM.m-master\nvmexopts.bat
     文件        8678  2013-07-31 23:06  convolutionalRBM.m-master\nvmex_helper.m
     文件         935  2013-07-31 23:06  convolutionalRBM.m-master\poolHidden.m
     文件        2738  2013-07-31 23:06  convolutionalRBM.m-master\README.md
     文件        3262  2013-07-31 23:06  convolutionalRBM.m-master\rename_to_nvmexopts.bat
     文件          49  2013-07-31 23:06  convolutionalRBM.m-master\sigmoid.m
     文件       10220  2013-07-31 23:06  convolutionalRBM.m-master\trainCRBM.m
     文件        1576  2013-07-31 23:06  convolutionalRBM.m-master\whiten.m
     文件         868  2013-07-31 23:06  convolutionalRBM.m-master\whiten_data.m
     文件        1865  2013-07-31 23:06  convolutionalRBM.m-master\mex\convemex.c
     文件        4372  2013-07-31 23:06  convolutionalRBM.m-master\mex\conve_cuda.cu
     文件        1863  2013-07-31 23:06  convolutionalRBM.m-master\mex\convs4mex.c
     文件        5913  2013-07-31 23:06  convolutionalRBM.m-master\mex\convs4_cuda.cu
     文件        1876  2013-07-31 23:06  convolutionalRBM.m-master\mex\convsmex.c
     文件        5094  2013-07-31 23:06  convolutionalRBM.m-master\mex\convs_cuda.cu
     文件        5009  2013-07-31 23:06  convolutionalRBM.m-master\mex\poolHmex.c
     文件        5957  2013-07-31 23:06  convolutionalRBM.m-master\mex\poolH_cuda.cu
     文件          60  2013-07-31 23:06  convolutionalRBM.m-master\mex\include\settings.h
     文件          75  2013-07-31 23:06  convolutionalRBM.m-master\mex\include\utils.cuh