function?[TrainingTime?TestingTime?TrainingAccuracy?TestingAccuracylabel_index_actual]?=?elm（train_data?train_label?test_data?test_label?Elm_Type?NumberofHiddenNeurons?ActivationFunction）

%?Usage:?elm（TrainingData_File?TestingData_File?Elm_Type?NumberofHiddenNeurons?ActivationFunction）
%?OR:????[TrainingTime?TestingTime?TrainingAccuracy?TestingAccuracy]?=?elm（TrainingData_File?TestingData_File?Elm_Type?NumberofHiddenNeurons?ActivationFunction）
%
%?Input:
%?train_data??????????????????-?Filename?of?training?data?set
%?train_label?????????????????-?Label?of?training?data?set
%?test_data???????????????????-?Filename?of?testing?data?set
%?test_label??????????????????-?Label?of?testing?data?set
%?Elm_Type??????????????-?0?for?regression;?1?for?（both?binary?and?multi-classes）?classification
%?NumberofHiddenNeurons?-?Number?of?hidden?neurons?assigned?to?the?ELM
%?ActivationFunction????-?Type?of?activation?function:
%???????????????????????????‘sig‘?for?Sigmoidal?function
%???????????????????????????‘sin‘?for?Sine?function
%???????????????????????????‘hardlim‘?for?Hardlim?function
%???????????????????????????‘tribas‘?for?Triangular?basis?function
%???????????????????????????‘radbas‘?for?Radial?basis?function?（for?additive?type?of?SLFNs?instead?of?RBF?type?of?SLFNs）
%
%?Output:?
%?TrainingTime??????????-?Time?（seconds）?spent?on?training?ELM
%?TestingTime???????????-?Time?（seconds）?spent?on?predicting?ALL?testing?data
%?TrainingAccuracy??????-?Training?accuracy:?
%???????????????????????????RMSE?for?regression?or?correct?classification?rate?for?classification
%?TestingAccuracy???????-?Testing?accuracy:?
%???????????????????????????RMSE?for?regression?or?correct?classification?rate?for?classification
%
%?MULTI-CLASSE?CLASSIFICATION:?NUMBER?OF?OUTPUT?NEURONS?WILL?BE?AUTOMATICALLY?SET?EQUAL?TO?NUMBER?OF?CLASSES
%?FOR?EXAMPLE?if?there?are?7?classes?in?all?there?will?have?7?output
%?neurons;?neuron?5?has?the?highest?output?means?input?belongs?to?5-th?class
%
%?Sample1?regression:?[TrainingTime?TestingTime?TrainingAccuracy?TestingAccuracy]?=?elm（‘sinc_train‘?‘sinc_test‘?0?20?‘sig‘）
%?Sample2?classification:?elm（‘diabetes_train‘?‘diabetes_test‘?1?20?‘sig‘）
%

%%%%%%%%%%%?Macro?definition
REGRESSION=0;
CLASSIFIER=1;

%%%%%%%%%%%?Load?training?dataset????
T=train_label‘;?????????????????????????????????%?訓練數據的標簽
P=train_data‘;??????????????????????????????????%?訓練數據

%%%%%%%%%%%?Load?testing?dataset
TV.T=test_label‘;??????????????????????????????%?測試數據的標簽
TV.P=test_data‘;???????????????????????????????%?測試數據

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

if?Elm_Type~=REGRESSION
????%%%%%%%%%%%%?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_t

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2019-02-01?21:24??LDA\
?????文件??????648938??2019-01-21?17:03??LDA\di_data.mat
?????文件????????8676??2018-09-23?14:22??LDA\elm.m
?????文件????????1652??2019-02-01?21:24??LDA\fit_big.asv
?????文件????????1754??2019-02-01?21:28??LDA\fit_big.m
?????文件????????8682??2019-01-28?10:46??LDA\LDA.m