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pengujian.m
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function varargout = pengujian(varargin)
% PENGUJIAN MATLAB code for pengujian.fig
% PENGUJIAN, by itself, creates a new PENGUJIAN or raises the existing
% singleton*.
%
% H = PENGUJIAN returns the handle to a new PENGUJIAN or the handle to
% the existing singleton*.
%
% PENGUJIAN('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in PENGUJIAN.M with the given input arguments.
%
% PENGUJIAN('Property','Value',...) creates a new PENGUJIAN or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before pengujian_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to pengujian_OpeningFcn via varargin.
%
% *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one
% instance to run (singleton)".
%
% See also: GUIDE, GUIDATA, GUIHANDLES
% Edit the above text to modify the response to help pengujian
% Last Modified by GUIDE v2.5 19-Feb-2014 02:36:00
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @pengujian_OpeningFcn, ...
'gui_OutputFcn', @pengujian_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{1})
gui_State.gui_Callback = str2func(varargin{1});
end
if nargout
[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});
else
gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT
% --- Executes just before pengujian is made visible.
function pengujian_OpeningFcn(hObject, eventdata, handles, varargin)
[a,map]=imread('back.png');
[r,c,d]=size(a);
x=ceil(r/40);
y=ceil(c/40);
g=a(1:x:end,1:y:end,:);
g(g==255)=5.5*255;
set(handles.back,'CData',g);
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes pengujian wait for user response (see UIRESUME)
% uiwait(handles.figure1);
% --- Outputs from this function are returned to the command line.
function varargout = pengujian_OutputFcn(hObject, eventdata, handles)
% varargout cell array for returning output args (see VARARGOUT);
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Get default command line output from handles structure
varargout{1} = handles.output;
function direktori_Callback(hObject, eventdata, handles)
% hObject handle to direktori (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of direktori as text
% str2double(get(hObject,'String')) returns contents of direktori as a double
% --- Executes during object creation, after setting all properties.
function direktori_CreateFcn(hObject, eventdata, handles)
% hObject handle to direktori (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --- Executes on button press in pilih.
function pilih_Callback(hObject, eventdata, handles)
global dataset_pengujian
[filename, pathname] = uigetfile('*.dat');
set(handles.direktori,'String', [pathname,filename]);
direktori=get(handles.direktori,'String');
[~, ~, extension] = fileparts(direktori);
if exist(direktori)
if extension=='.dat'
set(handles.figure1,'name',['Data Pelatihan : "' direktori '"']);
dataset_pengujian = load(direktori);
dataset_pengujian = round(dataset_pengujian);
set(handles.uitable1, 'Data', dataset_pengujian);
set(handles.uitable1,'ColumnWidth',{70})
end
end
% --- Executes on button press in proses.
function proses_Callback(hObject, eventdata, handles)
global dataset_pelatihan svmpria svmwanita pitchpria stdformantpria grouppria dataset_pengujian group_prediksi_pria presentase_prediksi_wanita pitch_uji_wanita error_prediksi_wanita formant_uji_wanita sdf_uji_wanita group_uji_wanita group_prediksi_wanita pitch_uji_pria sdf_uji_pria group_uji_pria formant_uji_pria error_prediksi_pria presentase_prediksi_pria
direktori=get(handles.direktori,'String');
[~, ~, extension] = fileparts(direktori);
if exist(direktori)
if extension=='.dat'
if isempty(svmpria)
msgbox('Belum ada model klasifikasi', '','help');
else
pitch=dataset_pengujian(1:end,1);
formant1=dataset_pengujian(1:end,2);
formant2=dataset_pengujian(1:end,3);
formant3=dataset_pengujian(1:end,4);
group=dataset_pengujian(1:end,5);
gender=dataset_pengujian(1:end,6);
%% Inisialisasi untuk pria
pitch_uji_pria=pitch(gender~=0);
formant_1_uji_pria=formant1(gender~=0);
formant_2_uji_pria=formant2(gender~=0);
formant_3_uji_pria=formant3(gender~=0);
formant_uji_pria=[formant_1_uji_pria formant_2_uji_pria formant_3_uji_pria];
group_uji_pria=group(gender~=0);
sdf_uji_pria=std(formant_uji_pria')';
sdf_uji_pria=round(sdf_uji_pria);
%% Inisialisasi untuk wanita
pitch_uji_wanita=pitch(gender~=1);
formant_1_uji_wanita=formant1(gender~=1);
formant_2_uji_wanita=formant2(gender~=1);
formant_3_uji_wanita=formant3(gender~=1);
formant_uji_wanita=[formant_1_uji_wanita formant_2_uji_wanita formant_3_uji_wanita];
group_uji_wanita=group(gender~=1);
sdf_uji_wanita=std(formant_uji_wanita')';
sdf_uji_wanita=round(sdf_uji_wanita);
%% Uji Data Pria
axes(handles.axes1);
svmpria=svmtrain([pitchpria stdformantpria],grouppria,'Kernel_Function','rbf','showplot',true);
group_prediksi_pria=svmclassify(svmpria,[pitch_uji_pria sdf_uji_pria],'showplot',true);
hold on;
plot(pitch_uji_pria,sdf_uji_pria,'ro','MarkerSize',20);
hold off
jumlah_data_pria=length(group_uji_pria);
error_prediksi_pria=sum(group_uji_pria~=group_prediksi_pria);
presentase_prediksi_pria=(jumlah_data_pria-error_prediksi_pria)/jumlah_data_pria*100;
set(handles.uitable2, 'Data', [pitch_uji_pria formant_uji_pria sdf_uji_pria group_uji_pria group_prediksi_pria]);
set(handles.uitable2,'ColumnWidth',{58})
set(handles.text9,'String', error_prediksi_pria);
set(handles.text10,'String', presentase_prediksi_pria);
%% Uji Data Wanita
group_prediksi_wanita=svmclassify(svmwanita,[pitch_uji_wanita sdf_uji_wanita]);
jumlah_data_wanita=length(group_uji_wanita);
error_prediksi_wanita=sum(group_uji_wanita~=group_prediksi_wanita);
presentase_prediksi_wanita=(jumlah_data_wanita-error_prediksi_wanita)/jumlah_data_wanita*100;
%%
mixing=[dataset_pengujian;dataset_pelatihan];
end
else
msgbox('Format file yang dimasukan tidak sesuai', '','help');
end
else
msgbox('Silahkan pilih file pengujian terlebih dahulu', '','help');
end
% --- Executes on selection change in popupmenu1.
function popupmenu1_Callback(hObject, eventdata, handles)
global group_prediksi_pria pitchpria presentase_prediksi_wanita pitch_uji_wanita error_prediksi_wanita formant_uji_wanita sdf_uji_wanita group_uji_wanita groupwanita stdformantwanita pitchwanita group_prediksi_wanita stdformantpria grouppria pitch_uji_pria sdf_uji_pria group_uji_pria formant_uji_pria error_prediksi_pria presentase_prediksi_pria
option = get(handles.popupmenu1, 'Value');
if (option==1)
if isempty(group_prediksi_pria)
msgbox('Silahkan lakukan pengujian terlebih dahulu', '','help');
else
axes(handles.axes1);
svmpria=svmtrain([pitchpria stdformantpria],grouppria,'Kernel_Function','rbf','showplot',true);
group_prediksi_pria=svmclassify(svmpria,[pitch_uji_pria sdf_uji_pria],'showplot',true);
hold on;
plot(pitch_uji_pria,sdf_uji_pria,'ro','MarkerSize',20);
hold off
jumlah_data_pria=length(group_uji_pria);
error_prediksi_pria=sum(group_uji_pria~=group_prediksi_pria);
presentase_prediksi_pria=(jumlah_data_pria-error_prediksi_pria)/jumlah_data_pria*100;
set(handles.uitable2, 'Data', [pitch_uji_pria formant_uji_pria sdf_uji_pria group_uji_pria group_prediksi_pria]);
set(handles.uitable2,'ColumnWidth',{58})
set(handles.text9,'String', error_prediksi_pria);
set(handles.text10,'String', presentase_prediksi_pria);
end
elseif(option==2)
if isempty(group_prediksi_wanita)
msgbox('Silahkan lakukan pengujian terlebih dahulu', '','help');
else
axes(handles.axes1);
svmwanita=svmtrain([pitchwanita stdformantwanita],groupwanita,'Kernel_Function','rbf','showplot',true);
group_prediksi_wanita=svmclassify(svmwanita,[pitch_uji_wanita sdf_uji_wanita],'showplot',true);
hold on;
plot(pitch_uji_wanita,sdf_uji_wanita,'ro','MarkerSize',20);
hold off
set(handles.uitable2, 'Data', [pitch_uji_wanita formant_uji_wanita sdf_uji_wanita group_uji_wanita group_prediksi_wanita]);
set(handles.uitable2,'ColumnWidth',{58})
set(handles.text9,'String', error_prediksi_wanita);
set(handles.text10,'String', presentase_prediksi_wanita);
end
end
% --- Executes during object creation, after setting all properties.
function popupmenu1_CreateFcn(hObject, eventdata, handles)
% hObject handle to popupmenu1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: popupmenu controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --------------------------------------------------------------------
function Untitled_1_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --------------------------------------------------------------------
function Untitled_2_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_2 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --------------------------------------------------------------------
function Untitled_3_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_3 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --------------------------------------------------------------------
function Untitled_5_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_5 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --------------------------------------------------------------------
function Untitled_6_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_6 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --------------------------------------------------------------------
function Untitled_7_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_7 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --------------------------------------------------------------------
function Untitled_4_Callback(hObject, eventdata, handles)
% hObject handle to Untitled_4 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% --- Executes on button press in back.
function back_Callback(hObject, eventdata, handles)
set(index,'Visible','on');
set(handles.output,'Visible','off');