function?convolvedFeatures?=?cnnConvolve4D（imagesWb）
%cnnPool?cnnConvolve4D?the?given?convolved?features
%
%?Parameters:
%??filterDim?-?dimension?of?filter?region
%
%?Returns:
%?convolvedFeatures-?matrix?of?convoleded?features?in?the?form
%???????????????????convolvedFeatures（convDimconvDimnumFilters2numImages）
%?
????filterDim?=?size（W1）;
????numFilters1?=?size（W3）;
????numFilters2?=?size（W4）;
????numImages?=?size（images4）;
????imageDim?=?size（images1）;
????convDim?=?imageDim-filterDim+1;
????
????convolvedFeatures?=?zeros（convDimconvDimnumFilters2numImages）;
????
????for?i?=?1:numImages
????????for?fil2?=?1:numFilters2
????????????convolvedImage?=?zeros（convDim?convDim）;
????????????for?fil1?=?1:numFilters1
????????????????filter?=?squeeze（W（::fil1fil2））;
????????????????filter?=?rot90（squeeze（filter）2）;
????????????????im?=?squeeze（images（::fil1i））;
????????????????convolvedImage?=?convolvedImage?+?conv2（imfilter‘valid‘）;
????????????end
????????????convolvedImage?=?bsxfun（@plusconvolvedImageb（fil2））;
????????????convolvedImage?=?1?./?（1+exp（-convolvedImage））;
????????????convolvedFeatures（:?:?fil2?i）?=?convolvedImage;
????????end
????end
????
end

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件????4510134??2015-06-19?00:19??kddcup\cnn.mat

?????文件???????1196??2019-03-20?12:45??kddcup\cnnConvolve4D.m

?????文件???????1066??2019-03-20?12:39??kddcup\cnnPool.m

?????文件????????850??2015-06-19?00:19??kddcup\cnnTest.m

?????文件???????7488??2019-03-20?12:38??kddcup\cnnTrain.m

?????文件????3853382??2019-03-19?15:16??kddcup\common\labeltest_data.csv

?????文件????8991164??2019-03-19?15:16??kddcup\common\labeltrain_data.csv

?????文件??152060382??2019-03-19?15:16??kddcup\common\test_data.csv

?????文件??354805164??2019-03-19?15:16??kddcup\common\train_data.csv

?????文件???????1811??2015-06-19?00:19??kddcup\InitializeParameters.m

?????文件???????1566??2019-03-20?11:16??kddcup\main.m

?????文件???????1416??2019-03-20?12:40??kddcup\trainfile.m

?????文件????????980??2019-03-19?13:36??kddcup\trainlabelfile.m

?????文件??????34481??2019-03-20?13:07??kddcup\結(jié)果殘差圖.jpg

?????目錄??????????0??2019-03-19?18:45??kddcup\common

?????目錄??????????0??2019-03-20?13:16??kddcup

-----------?---------??----------?-----??----

????????????524271080????????????????????16