Perbandingan Kecepatan dan Ketepatan Antara Learning Vector Quantization Dan Kohonen Pada Identifikasi Penyakit Leukemia

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LAMPIRAN

LISTING

_PROGRAM

HalDepan.m

function varargout = HalDepan(varargin) gui_Singleton = 1;

gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ...

'gui_OpeningFcn', @HalDepan_OpeningFcn, ... 'gui_OutputFcn', @HalDepan_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 HalDepan is made visible.

function HalDepan_OpeningFcn(hObject, eventdata, handles, varargin)

handles.output = hObject;

handles.citra=imread('logousu.jpg'); guidata(hObject,handles);

axes(handles.axes1); imshow(handles.citra);

% Choose default command line output for HalDepan handles.output = hObject;

% Update handles structure guidata(hObject, handles);

% UIWAIT makes HalDepan wait for user response (see UIRESUME) % uiwait(handles.figure1);

% --- Outputs from this function are returned to the command line. function varargout = HalDepan_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)

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%

-function menufile_Callback(hObject, eventdata, handles) HalDepan

delete(handles.figure1)

%

-function menupelatihan_Callback(hObject, eventdata, handles) % hObject handle to menupelatihan (see GCBO)

%

-function menupengujian_Callback(hObject, eventdata, handles) % hObject handle to menupengujian (see GCBO)

%

-function menubantuan_Callback(hObject, eventdata, handles) Bantuan

%

-function menukeluar_Callback(hObject, eventdata, handles) choice= questdlg ('Apakah Anda Ingin Keluar?','Konfirmasi',... 'Ya','Tidak','Tidak');

switch choice case 'Ya' close all; end

%

-function ujilvq_Callback(hObject, eventdata, handles) UjiLVQ

%

-function ujikohonen_Callback(hObject, eventdata, handles) HalUtamakohonen

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-function latihlvq_Callback(hObject, eventdata, handles) LatihLVQ

%

-function latihkohonen_Callback(hObject, eventdata, handles) HalLatihKohonen

LatihLVQ.m

function varargout = LatihLVQ(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

'gui_OpeningFcn', @LatihLVQ_OpeningFcn, ... 'gui_OutputFcn', @LatihLVQ_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% End initialization code - DO NOT EDIT global a;

% --- Executes just before LatihLVQ is made visible.

function LatihLVQ_OpeningFcn(hObject, eventdata, handles, varargin)

% Choose default command line output for LatihLVQ handles.output = hObject;

% UIWAIT makes LatihLVQ wait for user response (see UIRESUME) % uiwait(handles.figure1);

% --- Outputs from this function are returned to the command line. function varargout = LatihLVQ_OutputFcn(hObject, eventdata, handles) varargout{1} = handles.output;

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% --- Executes during object creation, after setting all properties. function namapenyakit_CreateFcn(hObject, eventdata, handles)

if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))

set(hObject,'BackgroundColor','white'); end

% --- Executes on button press in tombollatih.

function tombollatih_Callback(hObject, eventdata, handles) tStart=tic;

entry = xlsread('data.xlsx', 'nilai', 'B3:U22');

target = [1 1 1 1 1 2 2 2 2 2 3 3 3 3 3 4 4 4 4 4]; entry = entry';

T = ind2vec(target); kelas=size(full(T),1); neuron = 20;

net=newlvq(minmax(entry),neuron,(1/kelas)*ones(1,kelas)); net.trainParam.epochs = 1000;

net.trainParam.goal = 0.0001; net.trainParam.lr = 0.1; net = train(net,entry,T);

net.IW{1,1}

xlswrite('datalvq1.xlsx', net.IW{1,1},'Bobot','A'); net.LW{2,1};

xlswrite('datalvq2.xlsx', net.LW{2,1},'Bobot','A');

output = sim(net,entry); H = vec2ind(output)

waktupengujian = toc(tStart);

set(handles.waktu,'string',waktupengujian);

function waktu_Callback(hObject, eventdata, handles) % hObject handle to waktu1 (see GCBO)

% Hints: get(hObject,'String') returns contents of waktu1 as text % str2double(get(hObject,'String')) returns contents of waktu1 as a double

% --- Executes during object creation, after setting all properties. function waktu_CreateFcn(hObject, eventdata, handles)

% hObject handle to waktu1 (see GCBO)

% eventdata reserved - to be defined in a future version of MATLAB % handles empty - handles not created until after all CreateFcns called

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% See ISPC and COMPUTER.

% --- Executes on button press in tombolreset.

function tombolreset_Callback(hObject, eventdata, handles) xlswrite('data.xlsx', '0','nilai','B2:U2');

set(handles.namapenyakit,'String','','Enable','on'); set(handles.waktu,'String','','Enable','on');

set(handles.B,'Value',0); set(handles.C,'Value',0); set(handles.D,'Value',0); set(handles.E,'Value',0); set(handles.F,'Value',0); set(handles.G,'Value',0); set(handles.H,'Value',0); set(handles.I,'Value',0); set(handles.J,'Value',0); set(handles.K,'Value',0); set(handles.L,'Value',0); set(handles.M,'Value',0); set(handles.N,'Value',0); set(handles.O,'Value',0); set(handles.P,'Value',0); set(handles.Q,'Value',0); set(handles.R,'Value',0); set(handles.S,'Value',0); set(handles.T,'Value',0); set(handles.U,'Value',0);

% --- Executes on button press in B.

function B_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.B,'value');%kenali nilai a sbg nilai yg didapat dari checkbutton A

if (a==0)

xlswrite('data.xlsx', '0','nilai','B2') %masukkan nilai 1 pada file excel, sheet2 kolom A

disp(0); else

xlswrite('data.xlsx', '1','nilai','B2')%masukkan nilai 0 pada file excel, sheet2 kolom A

disp(1); end

% --- Executes on button press in C.

function C_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.C,'value');%kenali nilai a sbg nilai yg didapat dari checkbutton A

if (a==0)

xlswrite('data.xlsx', '0','nilai','C2')%masukkan nilai 1 pada file excel, sheet2 kolom A

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xlswrite('data.xlsx', '1','nilai','C2')%masukkan nilai 0 pada file excel, sheet2 kolom A

end

% --- Executes on button press in D.

function D_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.D,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','D2');

else

xlswrite('data.xlsx', '1','nilai','D2');

end

% --- Executes on button press in E.

function E_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.E,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','E2'); else

xlswrite('data.xlsx', '1','nilai','E2'); end

% --- Executes on button press in F.

function F_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.F,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','F2'); else

xlswrite('data.xlsx', '1','nilai','F2'); end

% --- Executes on button press in G.

function G_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.G,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','G2'); else

xlswrite('data.xlsx', '1','nilai','G2'); end

% --- Executes on button press in H.

function H_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.H,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','H2'); else

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% --- Executes on button press in I.

function I_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.I,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','I2'); else

xlswrite('data.xlsx', '1','nilai','I2'); end

% --- Executes on button press in J.

function J_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.J,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','J2'); else

xlswrite('data.xlsx', '1','nilai','J2'); end

% --- Executes on button press in K.

function K_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.K,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','K2'); else

xlswrite('data.xlsx', '1','nilai','K2'); end

% --- Executes on button press in L.

function L_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.L,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','L2'); else

xlswrite('data.xlsx', '1','nilai','L2'); end

% --- Executes on button press in M.

function M_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.M,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','M2'); else

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% --- Executes on button press in N.

function N_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.N,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','N2'); else

xlswrite('data.xlsx', '1','nilai','N2'); end

% --- Executes on button press in O.

function O_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.O,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','O2'); else

xlswrite('data.xlsx', '1','nilai','O2'); end

% --- Executes on button press in P.

function P_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.P,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','P2'); else

xlswrite('data.xlsx', '1','nilai','P2'); end

% --- Executes on button press in Q.

function Q_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.Q,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','Q2'); else

xlswrite('data.xlsx', '1','nilai','Q2'); end

% --- Executes on button press in R.

function R_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.R,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','R2'); else

xlswrite('data.xlsx', '1','nilai','R2'); end

% --- Executes on button press in S.

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a=get(handles.S,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','S2');

else

xlswrite('data.xlsx', '1','nilai','S2'); end

% --- Executes on button press in T.

function T_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.T,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','T2'); else

xlswrite('data.xlsx', '1','nilai','T2'); end

% --- Executes on button press in U.

function U_Callback(hObject, eventdata, handles) guidata(hObject,handles);

a=get(handles.U,'value'); if (a==0)

xlswrite('data.xlsx', '0','nilai','U2'); else

xlswrite('data.xlsx', '1','nilai','U2'); end

% --- Executes on button press in tombolsimpan.

function tombolsimpan_Callback(hObject, eventdata, handles) nm = get(handles.namapenyakit,'string');

[num,txt,raw] =xlsread('data.xlsx','nilai','B2:U2');

%-- [num1,txt1,raw1] =xlsread('data.xlsx','nilai1','B1:U1'); %-- disp(nm);

disp(num);

set(handles.namapenyakit,'string','');

if(strcmp(nm,'Leukemia limfosit akut 1')) xlswrite('data.xlsx',num,'nilai','B3:U3');

elseif(strcmp(nm,'Leukemia limfosit akut 2')) xlswrite('data.xlsx',num,'nilai','B4:U4');

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xlswrite('data.xlsx',num,'nilai','B8:U8');

elseif (strcmp(nm,'Leukemia mieloid akut 2')) xlswrite('data.xlsx',num,'nilai','B9:U9');

elseif (strcmp(nm,'Leukemia limfosit kronis 1')) xlswrite('data.xlsx',num,'nilai','B13:U13');

elseif (strcmp(nm,'Leukemia mieloid kronis 1')) xlswrite('data.xlsx',num,'nilai','B18:U18');

else (strcmp(nm,'Leukemia mieloid kronis 5')) xlswrite('data.xlsx',num,'nilai','B22:U22');

end

h = msgbox('Data telah disimpan', 'Berhasil');

%

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%

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UjiLVQ.m

function varargout = UjiLVQ(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

gui_State = struct('gui_Name', mfilename, ... 'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @UjiLVQ_OpeningFcn, ... 'gui_OutputFcn', @UjiLVQ_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% --- Executes just before UjiLVQ is made visible.

function UjiLVQ_OpeningFcn(hObject, eventdata, handles, varargin) % This function has no output args, see OutputFcn.

% hObject handle to figure

% eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % varargin command line arguments to UjiLVQ (see VARARGIN)

% Choose default command line output for UjiLVQ handles.output = hObject;

% UIWAIT makes UjiLVQ wait for user response (see UIRESUME) % uiwait(handles.figure1);

% --- Outputs from this function are returned to the command line. function varargout = UjiLVQ_OutputFcn(hObject, eventdata, handles) % varargout cell array for returning output args (see VARARGOUT); % hObject handle to figure

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function penanganan_Callback(hObject, eventdata, handles) % hObject handle to penanganan (see GCBO)

% Hints: get(hObject,'String') returns contents of penanganan as text % str2double(get(hObject,'String')) returns contents of

penanganan as a double

% --- Executes during object creation, after setting all properties. function penanganan_CreateFcn(hObject, eventdata, handles)

% hObject handle to penanganan (see GCBO)

% Hint: edit controls usually have a white background on Windows. % See ISPC and COMPUTER.

function namapenyakit_Callback(hObject, eventdata, handles) % hObject handle to namapenyakit (see GCBO)

% Hints: get(hObject,'String') returns contents of namapenyakit as text

% str2double(get(hObject,'String')) returns contents of namapenyakit as a double

% hObject handle to namapenyakit (see GCBO)

function tombolreset_Callback(hObject, eventdata, handles) xlswrite('data.xlsx', '0','nilai','B2:U2');

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set(handles.penanganan,'String','','Enable','on'); set(handles.waktu,'String','','Enable','on'); set(handles.B,'Value',0);

set(handles.C,'Value',0); set(handles.D,'Value',0); set(handles.E,'Value',0); set(handles.F,'Value',0); set(handles.G,'Value',0); set(handles.H,'Value',0); set(handles.I,'Value',0); set(handles.J,'Value',0); set(handles.K,'Value',0); set(handles.L,'Value',0); set(handles.M,'Value',0); set(handles.N,'Value',0); set(handles.O,'Value',0); set(handles.P,'Value',0); set(handles.Q,'Value',0); set(handles.R,'Value',0); set(handles.S,'Value',0); set(handles.T,'Value',0); set(handles.U,'Value',0);

% --- Executes on button press in tombolhasil.

function tombolhasil_Callback(hObject, eventdata, handles)

tStart=tic;

%num = get(handles.namapenyakit,'string'); %num1 = get(handles.penanganan,'string'); txt =xlsread('data.xlsx','nilai','B2:U2'); %disp(num);

%disp(num1);

entry = xlsread('data.xlsx', 'nilai', 'B3:U22');

target = [1 1 1 1 1 2 2 2 2 2 3 3 3 3 3 4 4 4 4 4];

T = ind2vec(target); kelas=size(full(T),1); neuron = 20;

net=newlvq(minmax(entry),neuron,(1/kelas)*ones(1,kelas)); net = init(net);

net.IW{1,1}= xlsread('datalvq1.xlsx','Bobot','A1:T20'); net.LW{2,1}= xlsread('datalvq2.xlsx','Bobot','A1:T4');

txt = txt';

output = sim(net,txt) H = vec2ind(output)

if (output(1,1)<0.9) a(1,1)=0;

else

a(1,1)=1; end

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else

a(2,1)=1; end

if (output(3,1)<0.9) a(3,1)=0;

else

a(3,1)=1; end

if (output(4,1)<0.9) a(4,1)=0;

else

a(4,1)=1; end

penyakit=[a(1,1);a(2,1);a(3,1);a(4,1)];

penyakit1 = [1; 0; 0; 0]; penyakit2 = [0; 1; 0; 0]; penyakit3 = [0; 0; 1; 0]; penyakit4 = [0; 0; 0; 1];

if isequal (a,penyakit1)

namapenyakit='Leukemia Limfosit Akut';

penanganan='1. Terapi suportif umum : Pemasangan kateter vena sentral, Pencegahan muntah, Transfusi darah, Pengobatan infeksi; 2. Terapi spesifik : Kemoterapi, Radioterapi';

elseif isequal (a,penyakit2)

namapenyakit='Leukemia Mieloid Akut';

penanganan='1. Terapi suportif umum : Pemasangan kateter vena sentral, Pencegahan muntah, Transfusi darah, Pengobatan infeksi; 2. Terapi spesifik : Kemoterapi, Radioterapi; 3. Transplantasi sel induk';

elseif isequal (a,penyakit3)

namapenyakit='Leukemia Limfosit Kronis';

penanganan='Pengobatan fase kronik : Kemoterapi hidroksiurea, Inhibitor tirosin kinase, Interferon-alfa, Transplantasi sel induk'; elseif isequal (a,penyakit4)

namapenyakit='Leukemia Mieloid Kronis';

penanganan='1. Kemoterapi : Klorambusil, Analog purin, Kortikosteroid; 2. Radioterapi; 3. Kemoterapi kombinasi; 4. Siklosporin; 5. Penggantian imunoglomubin; 6. Transplantasi sel induk'

else

namapenyakit='Tidak Dikenali'; end

set(handles.namapenyakit,'String',namapenyakit); set(handles.penanganan,'string',penanganan); guidata(hObject, handles);

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% handles structure with handles and user data (see GUIDATA)

a=get(handles.B,'value');%kenali nilai a sbg nilai yg didapat dari checkbutton A

if (a==1)

xlswrite('data.xlsx', '1','nilai','B2'); %masukkan nilai 1 pada file excel, sheet2 kolom A

else

xlswrite('data.xlsx', '0','nilai','B2');%masukkan nilai 0 pada file excel, sheet2 kolom A

end

a=get(handles.C,'value');%kenali nilai a sbg nilai yg didapat dari checkbutton A

if (a==1)

xlswrite('data.xlsx', '1','nilai','C2'); %masukkan nilai 1 pada file excel, sheet2 kolom A

else

xlswrite('data.xlsx', '0','nilai','C2');%masukkan nilai 0 pada file excel, sheet2 kolom A

end

xlswrite('data.xlsx', '1','nilai','D2'); else

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xlswrite('data.xlsx', '1','nilai','E2'); else

xlswrite('data.xlsx', '0','nilai','E2'); end

xlswrite('data.xlsx', '1','nilai','F2'); else

xlswrite('data.xlsx', '0','nilai','F2'); end

xlswrite('data.xlsx', '1','nilai','G2'); else

xlswrite('data.xlsx', '0','nilai','G2'); end

xlswrite('data.xlsx', '1','nilai','H2'); else

xlswrite('data.xlsx', '0','nilai','H2'); end

xlswrite('data.xlsx', '1','nilai','I2'); else

xlswrite('data.xlsx', '0','nilai','I2'); end

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if (a==1)

xlswrite('data.xlsx', '1','nilai','J2'); else

xlswrite('data.xlsx', '0','nilai','J2'); end

xlswrite('data.xlsx', '1','nilai','K2'); else

xlswrite('data.xlsx', '0','nilai','K2'); end

xlswrite('data.xlsx', '1','nilai','L2'); else

xlswrite('data.xlsx', '0','nilai','L2'); end

xlswrite('data.xlsx', '1','nilai','M2'); else

xlswrite('data.xlsx', '0','nilai','M2'); end

xlswrite('data.xlsx', '1','nilai','N2'); else

xlswrite('data.xlsx', '0','nilai','N2'); end

a=get(handles.O,'value'); if (a==1)

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else

xlswrite('data.xlsx', '0','nilai','O2'); end

xlswrite('data.xlsx', '1','nilai','P2'); else

xlswrite('data.xlsx', '0','nilai','P2'); end

xlswrite('data.xlsx', '1','nilai','Q2'); else

xlswrite('data.xlsx', '0','nilai','Q2'); end

xlswrite('data.xlsx', '1','nilai','R2'); else

xlswrite('data.xlsx', '0','nilai','R2'); end

function S_Callback(hObject, eventdata, handles) guidata(hObject,handles);

xlswrite('data.xlsx', '1','nilai','S2'); else

xlswrite('data.xlsx', '0','nilai','S2'); end

xlswrite('data.xlsx', '1','nilai','T2'); else

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%--- Executes on button press in U.

xlswrite('data.xlsx', '1','nilai','U2'); else

xlswrite('data.xlsx', '0','nilai','U2'); end

%

-function ujilvq_Callback(hObject, eventdata, handles) ujiLVQ

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%

% ---

% --- Executes during object creation, after setting all properties. function waktu1_CreateFcn(hObject, eventdata, handles)

HalLatihKohonen.m

function varargout = HalLatihKohonen(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

'gui_OpeningFcn', @HalLatihKohonen_OpeningFcn, ... 'gui_OutputFcn', @HalLatihKohonen_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% End initialization code - DO NOT EDIT global a;

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function HalLatihKohonen_OpeningFcn(hObject, eventdata, handles, varargin)

% This function has no output args, see OutputFcn. % hObject handle to figure

% varargin command line arguments to HalLatihKohonen (see VARARGIN)

% Choose default command line output for HalLatihKohonen handles.output = hObject;

% UIWAIT makes HalLatihKohonen wait for user response (see UIRESUME) % uiwait(handles.figure1);

% --- Outputs from this function are returned to the command line. function varargout = HalLatihKohonen_OutputFcn(hObject, eventdata, handles)

% varargout cell array for returning output args (see VARARGOUT); % hObject handle to figure

% Get default command line output from handles structure varargout{1} = handles.output;

function namapenyakit_Callback(hObject, eventdata, handles) % hObject handle to namapenyakit (see GCBO)

% Hints: get(hObject,'String') returns contents of namapenyakit as text

% str2double(get(hObject,'String')) returns contents of namapenyakit as a double

% hObject handle to namapenyakit (see GCBO)

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% --- Executes on button press in tombollatih.

function tombollatih_Callback(hObject, eventdata, handles) tStart=tic;

entry = xlsread('datakohonen.xlsx', 'nilai', 'B3:U22');

entry= entry'; %transpose input utk jd masukan kohonen

net=newsom(minmax(entry),4); %buat jaringan kohonen net = init (net);

net.trainparam.epochs = 1000; %Melatih jaringan hingga 100 epoch dengan menggunakan bobot awal

net.trainparam.goal = 0.0001; net.trainparam.lr = 0.1;

net=train(net,entry); %latih

bobot=net.IW{1,1}; %inisialisasi bobot awal sebagai net.iw{1,1} atau bobot

xlswrite('datakohonen.xlsx',bobot, 'Bobot', 'A');

output=sim(net,entry); %Membaca hasil pengelompokkan hasil latihkohonen

ac=vec2ind(output) %melihat vektor hasil latihkohonen

% --- Executes during object creation, after setting all properties. function waktu1_CreateFcn(hObject, eventdata, handles)

function tombolreset_Callback(hObject, eventdata, handles) xlswrite('datakohonen.xlsx', '0','nilai','B2:U2');

(24)

set(handles.B,'Value',0); set(handles.C,'Value',0); set(handles.D,'Value',0); set(handles.E,'Value',0); set(handles.F,'Value',0); set(handles.G,'Value',0); set(handles.H,'Value',0); set(handles.I,'Value',0); set(handles.J,'Value',0); set(handles.K,'Value',0); set(handles.L,'Value',0); set(handles.M,'Value',0); set(handles.N,'Value',0); set(handles.O,'Value',0); set(handles.P,'Value',0); set(handles.Q,'Value',0); set(handles.R,'Value',0); set(handles.S,'Value',0); set(handles.T,'Value',0); set(handles.U,'Value',0);

a=get(handles.B,'value');%kenali nilai a sbg nilai yg didapat dari checkbutton B

if (a==0)

xlswrite('datakohonen.xlsx', '0','nilai','B2') %masukkan nilai 1 pada file excel, sheet2 kolom B

disp(0); else

xlswrite('datakohonen.xlsx', '1','nilai','B2')%masukkan nilai 0 pada file excel, sheet2 kolom B

disp(1); end

a=get(handles.C,'value'); if (a==0)

xlswrite('datakohonen.xlsx', '0','nilai','C2')

else

xlswrite('datakohonen.xlsx', '1','nilai','C2')

end

xlswrite('datakohonen.xlsx', '0','nilai','D2');

else

xlswrite('datakohonen.xlsx', '1','nilai','D2');

(25)

xlswrite('datakohonen.xlsx', '0','nilai','E2'); else

xlswrite('datakohonen.xlsx', '1','nilai','E2'); end

xlswrite('datakohonen.xlsx', '0','nilai','F2'); else

xlswrite('datakohonen.xlsx', '1','nilai','F2'); end

xlswrite('datakohonen.xlsx', '0','nilai','G2'); else

xlswrite('datakohonen.xlsx', '1','nilai','G2'); end

xlswrite('datakohonen.xlsx', '0','nilai','H2'); else

xlswrite('datakohonen.xlsx', '1','nilai','H2'); end

xlswrite('datakohonen.xlsx', '0','nilai','I2'); else

xlswrite('datakohonen.xlsx', '1','nilai','I2'); end

(26)

a=get(handles.J,'value'); if (a==0)

xlswrite('datakohonen.xlsx', '0','nilai','J2'); else

xlswrite('datakohonen.xlsx', '1','nilai','J2'); end

xlswrite('datakohonen.xlsx', '0','nilai','K2'); else

xlswrite('datakohonen.xlsx', '1','nilai','K2'); end

xlswrite('datakohonen.xlsx', '0','nilai','L2'); else

xlswrite('datakohonen.xlsx', '1','nilai','L2'); end

xlswrite('datakohonen.xlsx', '0','nilai','M2'); else

xlswrite('datakohonen.xlsx', '1','nilai','M2'); end

xlswrite('datakohonen.xlsx', '0','nilai','N2'); else

xlswrite('datakohonen.xlsx', '1','nilai','N2'); end

(27)

xlswrite('datakohonen.xlsx', '0','nilai','O2'); else

xlswrite('datakohonen.xlsx', '1','nilai','O2'); end

xlswrite('datakohonen.xlsx', '0','nilai','P2'); else

xlswrite('datakohonen.xlsx', '1','nilai','P2'); end

xlswrite('datakohonen.xlsx', '0','nilai','Q2'); else

xlswrite('datakohonen.xlsx', '1','nilai','Q2'); end

xlswrite('datakohonen.xlsx', '0','nilai','R2'); else

xlswrite('datakohonen.xlsx', '1','nilai','R2'); end

xlswrite('datakohonen.xlsx', '0','nilai','S2');

else

xlswrite('datakohonen.xlsx', '1','nilai','S2'); end

xlswrite('datakohonen.xlsx', '0','nilai','T2'); else

(28)

end

% --- Executes on button press in U.

xlswrite('datakohonen.xlsx', '0','nilai','U2'); else

xlswrite('datakohonen.xlsx', '1','nilai','U2'); end

% --- Executes on button press in tombolsimpan.

function tombolsimpan_Callback(hObject, eventdata, handles) nm = get(handles.namapenyakit,'string');

[num,txt,raw] =xlsread('datakohonen.xlsx','nilai','B2:U2');

disp(num);

set(handles.namapenyakit,'string','');

if(strcmp(nm,'Leukemia limfosit akut 1'))

xlswrite('datakohonen.xlsx',num,'nilai','B3:U3');

elseif(strcmp(nm,'Leukemia limfosit akut 2'))

elseif (strcmp(nm,'Leukemia mieloid akut 1'))

elseif (strcmp(nm,'Leukemia limfosit kronis 1'))

(29)

elseif (strcmp(nm,'Leukemia mieloid kronis 1'))

else (strcmp(nm,'Leukemia mieloid kronis 5'))

end

h = msgbox('Data telah disimpan', 'Berhasil');

%

(30)

Bantuan

%

% hObject handle to waktu (see GCBO)

(31)

HalUtamakohoen.m

function varargout = HalUtamakohonen(varargin)

gui_Singleton = 1;

'gui_OpeningFcn', @HalUtamakohonen_OpeningFcn, ... 'gui_OutputFcn', @HalUtamakohonen_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

function HalUtamakohonen_OpeningFcn(hObject, eventdata, handles, varargin)

handles.output = hObject; guidata(hObject, handles);

function varargout = HalUtamakohonen_OutputFcn(hObject, eventdata, handles)

varargout{1} = handles.output;

function B_Callback(hObject, eventdata, handles)%prosedur checkbutton B

guidata(hObject,handles);

a=get(handles.B,'value');%kenali nilai a sbg nilai yg didapat dari checkbutton B

if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','B'); %masukkan nilai 1 pada file excel, sheet2 kolom B

else

xlswrite('datakohonen.xlsx', '0','nilai','B');%masukkan nilai 0 pada file excel, sheet2 kolom B

end

a=get(handles.C,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','C'); else

xlswrite('datakohonen.xlsx', '0','nilai','C'); end

a=get(handles.D,'value'); if a == 1

(32)

else

xlswrite('datakohonen.xlsx', '0','nilai','D'); end

a=get(handles.E,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','E'); else

xlswrite('datakohonen.xlsx', '0','nilai','E'); end

a=get(handles.F,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','F'); else

xlswrite('datakohonen.xlsx', '0','nilai','F'); end

a=get(handles.G,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','G'); else

xlswrite('datakohonen.xlsx', '0','nilai','G'); end

a=get(handles.H,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','H'); else

xlswrite('datakohonen.xlsx', '0','nilai','H'); end

a=get(handles.I,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','I'); else

xlswrite('datakohonen.xlsx', '0','nilai','I'); end

a=get(handles.J,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','J'); else

(33)

a=get(handles.K,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','K'); else

xlswrite('datakohonen.xlsx', '0','nilai','K'); end

a=get(handles.L,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','L'); else

xlswrite('datakohonen.xlsx', '0','nilai','L'); end

a=get(handles.M,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','M'); else

xlswrite('datakohonen.xlsx', '0','nilai','M'); end

a=get(handles.N,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','N'); else

xlswrite('datakohonen.xlsx', '0','nilai','N'); end

a=get(handles.O,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','O'); else

xlswrite('datakohonen.xlsx', '0','nilai','O'); end

a=get(handles.P,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','P'); else

xlswrite('datakohonen.xlsx', '0','nilai','P'); end

(34)

xlswrite('datakohonen.xlsx', '1','nilai','Q'); else

xlswrite('datakohonen.xlsx', '0','nilai','Q'); end

a=get(handles.R,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','R'); else

xlswrite('datakohonen.xlsx', '0','nilai','R'); end

a=get(handles.U,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','S'); else

xlswrite('datakohonen.xlsx', '0','nilai','S'); end

a=get(handles.T,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','T'); else

xlswrite('datakohonen.xlsx', '0','nilai','T'); end

a=get(handles.U,'value'); if a == 1

xlswrite('datakohonen.xlsx', '1','nilai','U'); else

xlswrite('datakohonen.xlsx', '0','nilai','U'); end

(35)

set(handles.O,'Value',0);

function tombolhasil_Callback(hObject, eventdata, handles) tStart=tic;

input=xlsread('datakohonen.xlsx', 'nilai', 'B1:U1'); input= input';

net=newsom(minmax(input),4);%membangun jaringan kohonen net = init(net);

net.IW{1,1}=xlsread('datakohonen.xlsx',

'Bobot','A1:T4');%inisialisasi bobot alwal sebagai net.iw{1,1} b=sim(net,input); %Membaca hasil pengelompokkan hasil

ac=vec2ind(b);%melihat hasil

ac=[ac] if ac == 1

set(handles.namapenyakit,'String','Leukemia Limfosit Akut','Enable','on');

set(handles.penanganan,'String','1. Terapi suportif umum :

Pemasangan kateter vena sentral, Pencegahan muntah, Transfusi darah, Pengobatan infeksi; 2. Terapi spesifik : Kemoterapi,

Radioterapi','Enable','on'); elseif ac == 2

set(handles.namapenyakit,'String','Leukemia Mieloid Akut','Enable','on');

set(handles.penanganan,'String','1. Terapi suportif umum :

Pemasangan kateter vena sentral, Pencegahan muntah, Transfusi darah, Pengobatan infeksi; 2. Terapi spesifik : Kemoterapi, Radioterapi; 3. Transplantasi sel induk','Enable','on');

elseif ac == 3

set(handles.namapenyakit,'String','Leukemia Limfosit Kronis','Enable','on');

set(handles.penanganan,'String','Pengobatan fase kronik :

Kemoterapi hidroksiurea, Inhibitor tirosin kinase, Interferon-alfa, Transplantasi sel induk','Enable','on');

elseif ac == 4

set(handles.namapenyakit,'String','Leukemia Mieloid Kronis','Enable','on');

set(handles.penanganan,'String','1. Kemoterapi : Klorambusil, Analog purin, Kortikosteroid; 2. Radioterapi; 3. Kemoterapi kombinasi; 4. Siklosporin; 5. Penggantian imunoglomubin; 6. Transplantasi sel induk','Enable','on');

else

set(handles.namapenyakit,'String','Tidak Ditemukan Jenis Penyakt','Enable','on');

set(handles.penanganan,'String','Tidak Ditemukan Jenis Penyakt','Enable','on');

end

(36)

HalDepan

function menupelatihan_Callback(hObject, eventdata, handles)

%

-function ujilvq_Callback(hObject, eventdata, handles) ujiLVQ

%

-function latihlvq_Callback(hObject, eventdata, handles) latihLVQ

%

(37)

function penanganan_Callback(hObject, eventdata, handles) function penanganan_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'),

get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end

function namapenyakit_Callback(hObject, eventdata, handles) function namapenyakit_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'),

get(0,'defaultUicontrolBackgroundColor')) set(hObject,'BackgroundColor','white'); end

function waktu_Callback(hObject, eventdata, handles) function waktu_CreateFcn(hObject, eventdata, handles) if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))

Bantuan.m

function varargout = Bantuan(varargin) % Begin initialization code - DO NOT EDIT gui_Singleton = 1;

'gui_OpeningFcn', @Bantuan_OpeningFcn, ... 'gui_OutputFcn', @Bantuan_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

% --- Executes just before Bantuan is made visible.

function Bantuan_OpeningFcn(hObject, eventdata, handles, varargin) % This function has no output args, see OutputFcn.

% hObject handle to figure

(38)

% Choose default command line output for Bantuan handles.output = hObject;

% UIWAIT makes Bantuan wait for user response (see UIRESUME) % uiwait(handles.figure1);

% --- Outputs from this function are returned to the command line. function varargout = Bantuan_OutputFcn(hObject, eventdata, handles) % varargout cell array for returning output args (see VARARGOUT); % hObject handle to figure

% Get default command line output from handles structure varargout{1} = handles.output;

% --- Executes on selection change in listbox1.

function listbox1_Callback(hObject, eventdata, handles) % hObject handle to listbox1 (see GCBO)

% Hints: contents = get(hObject,'String') returns listbox1 contents as cell array

% contents{get(hObject,'Value')} returns selected item from listbox1

% --- Executes during object creation, after setting all properties. function listbox1_CreateFcn(hObject, eventdata, handles)

% hObject handle to listbox1 (see GCBO)

% Hint: listbox controls usually have a white background on Windows. % See ISPC and COMPUTER.

%

(39)

%

-function latihlvq_Callback(hObject, eventdata, handles) HalLatihanLVQ

%

(40)

Perbandingan Kecepatan dan Ketepatan Antara Learning Vector Quantization Dan Kohonen Pada Identifikasi Penyakit Leukemia

LAMPIRAN

LISTING

_PROGRAM

HalDepan.m

LatihLVQ.m

UjiLVQ.m

HalLatihKohonen.m

HalUtamakohoen.m

Bantuan.m

CURRICULUM VITAE

Nama

: Aulia Fizhta

Alamat Sekarang

: Jl. Bunga Baldu No.34 B, Ringroad Pasar 6, Medan

Alamat Orang Tua

: Jl. Sirandorung No.52 Rantauprapat, Labuhan Batu

Telp/ Hp

: 085762427576

Email

: auliafizhta@gmail.com

Riwayat Pendidikan

2009

–

2013

: S1 Ilmu Komputer Universitas Sumatera Utara, Medan

2006

–

2009

: SMA Negeri 3 Rantau Utara

2003

–

2006

: SMP Negeri 1Rantauprapat

1997

–

2003

: SD Negeri 112143 Rantauprapat