function?[TestingAccuracytest_gmean]?=?Simplified_LSSVM（TrainingData_File?TestingData_Filesigma2C）
%%%%%%%%%%%?Load?training?file
TrainDataArray?=?load?（TrainingData_File）;
T?=?TrainDataArray（:size（TrainDataArray2））;
Y?=?TrainDataArray（:1:size（TrainDataArray2）?-?1）;

train_data?=?[T?Y];
clear?TrainDataArray;???
%%%%%%%%%%%?Load?testing?file
TestDataArray?=?load?（TestingData_File）;
T?=?TestDataArray（:size（TestDataArray2））;
Y?=?TestDataArray（:1:size（TestDataArray2）?-?1）;
test_data?=?[T?Y];
clear?TestDataArray;???


%%%%%%%%%%%?Load?training?dataset
%train_data?=?load（TrainingData_File）;
T=train_data（:1）‘;
P=train_data（:2:size（train_data2））‘;
clear?train_data;???????????????????????????????????%???Release?raw?training?data?array

%%%%%%%%%%%?Load?testing?dataset
%test_data?=?load（?TestingData_File?）;
TV.T=test_data（:1）‘;
TV.P=test_data（:2:size（test_data2））‘;
clear?test_data;????????????????????????????????????%???Release?raw?testing?data?array

NumberofTrainingData=size（P2）;
NumberofTestingData=size（TV.P2）;
%NumberofInputNeurons=size（P1）;

%%%%%%%%%%%%?Preprocessing?the?data?of?classification
????sorted_target=sort（cat（2TTV.T）2）;
????label=zeros（11）;???????????????????????????????%???Find?and?save?in?‘label‘?class?label?from?training?and?testing?data?sets
????label（11）=sorted_target（11）;
????j=1;
????for?i?=?2:（NumberofTrainingData+NumberofTestingData）
????????if?sorted_target（1i）?~=?label（1j）
????????????j=j+1;
????????????label（1j）?=?sorted_target（1i）;
????????end
????end
????number_class?=?j;
????NumberofOutputNeurons?=?number_class;
%%%%%%%%%%?Processing?the?targets?of?training
????temp_T=zeros（NumberofOutputNeurons?NumberofTrainingData）;
????for?i?=?1:NumberofTrainingData
????????for?j?=?1:number_class
????????????if?label（1j）?==?T（1i）
????????????????break;?
????????????end
????????end
????????temp_T（ji）=1;
????end
????T?=?temp_T?*?2?-?1;

%%%%%%%%%%?Processing?the?targets?of?testing
????temp_TV_T=zeros（NumberofOutputNeurons?NumberofTestingData）;
????for?i?=?1:NumberofTestingData
????????for?j?=?1:number_class
????????????if?label（1j）?==?TV.T（1i）
????????????????break;?
????????????end
????????end
????????temp_TV_T（ji）=1;
????end
TV.T?=?temp_TV_T?*?2?-?1;
??????????????????????????????????????????????%???end?if?of?Elm_Typ
%%%%%%%%%%%?Calculate?weights?&?biases
%?start_time_train=cputime;
tic;
n?=?size（T2）;
Omega_train?=?kernel_matrix（P‘‘RBF_kernel‘?sigma2）;


%OutputWeight?=?（?（?W?*?Omega_train?+?speye（n）/C?）?\?（?W?*?T‘?）?）;?
OutputWeight?=?（?（?Omega_train?+?speye（n）/C?）?\?（??T‘?）?）;?

?%OutputWeight=mtimesx（H（（mtimesx（H‘H）+speye（n）/C）\T‘））;?
?%OutputWeight=inv（H?*?H‘）?*?H?*?T‘;?????????????????????????%?faster?implementation
%?end_time_train=cputime;
%?TrainingTime=end_time_train-start_time_train?????;???%???Calculate?CPU?time?（seconds）?spent?for?training?ELM
%TrainingTime=toc;
%%%%%%%%%%%?Calculate?the?training?accu

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

?????文件???????2536??2013-06-24?09:37??kernel_matrix.m

?????文件???????1325??2013-06-28?13:42??TEST_kernel_imbalance.m

?????文件????????899??2013-06-26?19:15??TestELM_kernel.m

?????文件???????4896??2013-06-28?09:53??ELM_kernel.m

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

?????????????????9656????????????????????4