function?[TestingTime?label_index_expected?output]?=?elm_predict（test_data?dt）

%?Usage:?elm_predict（TestingData_File）
%?OR:????[TestingTime?TestingAccuracy]?=?elm_predict（TestingData_File）
%
%?Input:
%?TestingData_File??????-?Filename?of?testing?data?set
%
%?Output:
%?TestingTime???????????-?Time?（seconds）?spent?on?predicting?ALL?testing?data
%?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:?[TestingTime?TestingAccuracy]?=?elm_predict（‘sinc_test‘）
%?Sample2?classification:?elm_predict（‘diabetes_test‘）
%
%%%%????Authors:????MR?QIN-YU?ZHU?AND?DR?GUANG-BIN?HUANG
%%%%????NANYANG?TECHNOLOGICAL?UNIVERSITY?SINGAPORE
%%%%????EMAIL:??????EGBHUANG@NTU.EDU.SG;?GBHUANG@IEEE.ORG
%%%%????WEBSITE:????http://www.ntu.edu.sg/eee/icis/cv/egbhuang.htm
%%%%????DATE:???????APRIL?2004

%%%%%%%%%%%?Macro?definition
REGRESSION=0;
CLASSIFIER=1;
label_index_expected?=?0;
%%%%%%%%%%%?Load?testing?dataset
TV.T=test_data（:1）‘;
TV.P=test_data（:2:size（test_data2））‘;
clear?test_data;????????????????????????????????????%???Release?raw?testing?data?array

NumberofTestingData=size（TV.P2）;

load?elm_model.mat;

if?Elm_Type~=REGRESSION
????
????%%%%%%%%%%?Processing?the?targets?of?testing
????temp_TV_T=zeros（NumberofOutputNeurons?NumberofTestingData）;
????for?i?=?1:NumberofTestingData
????????for?j?=?1:size（label2）
????????????if?label（1j）?==?TV.T（1i）
????????????????break;
????????????end
????????end
????????temp_TV_T（ji）=1;
????end
????TV.T=temp_TV_T*2-1;
????
end?????????????????????????????????????????????????%???end?if?of?Elm_Type

%%%%%%%%%%%?Calculate?the?output?of?testing?input
start_time_test=cputime;
tempH_test=InputWeight*TV.P;
clear?TV.P;?????????????%???Release?input?of?testing?data
ind=ones（1NumberofTestingData）;
BiasMatrix=BiasofHiddenNeurons（:ind）;??????????????%???Extend?the?bias?matrix?BiasofHiddenNeurons?to?match?the?demention?of?H
tempH_test=tempH_test?+?BiasMatrix;
switch?lower（ActivationFunction）
????case?{‘sig‘‘sigmoid‘}
????????%%%%%%%%?Sigmoid
????????H_test?=?1?./?（1?+?exp（-tempH_test））;
????case?{‘sin‘‘sine‘}
????????%%%%%%%%?Sine
????????H_test?=?sin（tempH_test）;
????case?{‘hardlim‘}
????????%%%%%%%%?Hard?Limit
????????H_test?=?hardlim（tempH_test）;
????????%%%%%%%%?More?activation?functions?can?be?added?here
end
TY=（H_test‘?*?OutputWeight）‘;???????????????????????%???TY:?the?actual?output?of?the?testing?data
end_time_test=cputime;
TestingTime=end_time_test-start_time_test;???????????%???Calculate?CPU?time?（seconds）?spent?by?ELM?predicting?the?whole?testing?data

if?Elm_Type?==?REGRESSION
???

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-03-05?20:01??微表情識別代碼\
?????目錄???????????0??2018-03-05?20:01??微表情識別代碼\Database\
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.AN1.39.tiff
?????文件???????67368??2004-07-20?18:55??微表情識別代碼\Database\KA.AN2.40.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.AN3.41.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.DI1.42.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.DI2.43.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.DI3.44.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.FE1.45.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.FE2.46.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.FE3.47.tiff
?????文件???????65734??2001-02-13?13:40??微表情識別代碼\Database\KA.FE4.48.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.HA1.29.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.HA2.30.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.HA3.31.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.HA4.32.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.NE1.26.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.NE2.27.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.NE3.28.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.SA1.33.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.SA2.34.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.SA3.35.tiff
?????文件???????65734??2001-02-13?13:41??微表情識別代碼\Database\KA.SU1.36.tiff
?????文件???????65734??2001-02-13?13:42??微表情識別代碼\Database\KA.SU2.37.tiff
?????文件???????65734??2001-02-13?13:42??微表情識別代碼\Database\KA.SU3.38.tiff
?????文件???????65734??2001-02-13?13:42??微表情識別代碼\Database\KL.AN1.167.tiff
?????文件???????65734??2001-02-13?13:43??微表情識別代碼\Database\KL.AN2.168.tiff
?????文件???????65734??2001-02-13?13:43??微表情識別代碼\Database\KL.AN3.169.tiff
?????文件???????65734??2001-02-13?13:43??微表情識別代碼\Database\KL.DI1.170.tiff
?????文件???????65734??2001-02-13?13:43??微表情識別代碼\Database\KL.DI2.171.tiff
?????文件???????65734??2001-02-13?13:43??微表情識別代碼\Database\KL.DI3.172.tiff
............此處省略661個文件信息