function????prediction=HardEnsemble（componentClassTypeC）
%?Implement?hard-ensemble?method
%?In?this?method?every?component?learner?votes?（0-1?vote?method）
%?for?a?class?and?then?the?class?receiving?the?biggest?number?of?votes?
%?is?returned.?If?a?tie?appears?that?is?there?are?multiple?classes?
%?receiving?the?biggest?number?of?votes?then?the?class?with?the
%?biggest?cost?is?returned.
%
%Usage
%??prediction=HardEnsemble（componentClassTypeC）
%
%??prediction:?predictions?of?the?hard-ensemble
%??component:?cell?array?which?contains?at?least?3?component?learner‘s
%?????????????????????prediction?vectors?of?test?instances.?
%??ClassType:?class?type.
%??C:?cost?vector.?C[i]?is?the?cost?of?misclassifying?ith?class
%??????instance?without?considering?the?concrete?class?the?instance?has
%??????been?wrongly?assigned?to.

if（nargin<3）
????help?HardEnsemble
end
Nc=length（component）;
if（Nc<3）
????error（‘not?enough?components.‘）
end
N=length（component{1}）;
for?i=2:Nc
????????if（size（component{i}2）~=N）
????????????error（‘the?number?of?predictions?of?component?learners?do?no?consistent.‘）
????????end
????????if（size（component{i}1）~=1）
????????????error（‘input?prediction?vector?should?be?row?vector.‘）
????????end
end

pred=LabelFormatConvertion（component{1}ClassType）;
for?i=2:Nc
????pred=pred+LabelFormatConvertion（component{i}ClassType）;
end
maxv=max（pred）;
maxv=repmat（maxvsize（pred1）1）;
c=repmat（C‘1N）;
maxclass=（pred==maxv）.*c;
[tmpid]=max（maxclass）;
prediction=ClassType（id）;
%end
??????

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

?????文件???????3515??2004-11-25?19:51??matlab的smote\echocardiogram.mat

?????文件???????1561??2004-11-28?22:50??matlab的smote\HardEnsemble.m

?????文件???????2263??2004-11-28?21:41??matlab的smote\OverSampling.m

?????文件???????2789??2015-10-29?21:45??matlab的smote\sample_HardEnsemble_SoftEnsemble.m

?????文件???????1186??2004-11-28?21:40??matlab的smote\sample_OverSampling.m

?????文件???????1228??2004-11-28?22:43??matlab的smote\sample_SmoteOverSampling.m

?????文件???????1061??2004-11-28?20:09??matlab的smote\sample_ThresholdMovNN.m

?????文件???????1200??2004-11-26?14:42??matlab的smote\sample_UnderSampling.m

?????文件???????4804??2004-11-28?22:25??matlab的smote\SMOTE.m

?????文件???????2735??2004-11-28?22:41??matlab的smote\SmoteOverSampling.m

?????文件???????1499??2004-11-28?22:53??matlab的smote\SoftEnsemble.m

?????文件???????1930??2004-11-28?22:16??matlab的smote\ThresholdMovNN.m

?????文件???????7112??2004-11-28?21:45??matlab的smote\UnderSampling.m

?????文件???????3504??2004-11-28?19:02??matlab的smote\Utilities\CostMatrix.m

?????文件???????1584??2004-11-28?20:50??matlab的smote\Utilities\dist_nominal.m

?????文件???????2048??2004-11-28?20:18??matlab的smote\Utilities\LabelFormatConvertion.m

?????文件????????585??2004-11-28?20:16??matlab的smote\Utilities\Locate.m

?????文件???????1482??2004-05-19?17:24??matlab的smote\Utilities\NNoutputFormat.m

?????文件????????182??2004-11-28?19:44??matlab的smote\Utilities\normalize.m

?????文件???????2621??2004-11-28?20:43??matlab的smote\Utilities\VDM.m

?????文件???????8743??2018-05-28?16:02??matlab的smote\說明.txt

?????目錄??????????0??2018-05-28?16:02??matlab的smote\Utilities

?????目錄??????????0??2018-05-28?16:02??matlab的smote

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

????????????????53632????????????????????23