Perbandingan Algoritma Bidirectional Associative Memory dan Learning Vector Quantization Dalam Menentukan Obat Penyakit Saluran Cerna Lambung-Usus

(1)

LAMPIRAN

LISTING

_PROGRAM

Beranda.m

function varargout = Beranda(varargin) % BERANDA M-file for Beranda.fig

gui_Singleton = 1;

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

'gui_OpeningFcn', @Beranda_OpeningFcn, ... 'gui_OutputFcn', @Beranda_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 Beranda is made visible.

function Beranda_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 Beranda handles.output = hObject;

% Update handles structure guidata(hObject, handles);

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

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

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

% ---function beranda_Callback(hObject, eventdata, handles)

Beranda

delete(handles.figure1)

% ---function menupelatihan_Callback(hObject, eventdata, handles)

% ---function menupengujian_Callback(hObject, eventdata, handles)

% ---function bantuan_Callback(hObject, eventdata, handles)

Bantuan

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% ---function keluar_Callback(hObject, eventdata, handles)

choice= questdlg ('Apakah Anda Ingin Keluar?','Konfirmasi',... 'Ya','Tidak','Tidak');

switch choice case 'Ya' close all; end

% ---function ujibam_Callback(hObject, eventdata, handles)

UjiBAM

% ---function ujilvq_Callback(hObject, eventdata, handles)

UjiLVQ

% --- function latihbam_Callback(hObject, eventdata, handles)

LatihBAM

% ---function latihlvq_Callback(hObject, eventdata, handles)

LatihLVQ

LatihBAM.m

function varargout = LatihBAM(varargin) % LATIHBAM M-file for LatihBAM.fig gui_Singleton = 1;

'gui_OpeningFcn', @LatihBAM_OpeningFcn, ... 'gui_OutputFcn', @LatihBAM_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

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

function LatihBAM_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject;

% --- Executes on button press in Kel.

function Kel_Callback(hObject, eventdata, handles)

% --- Executes on button press in Keh.

(3)

% --- Executes on button press in Sak.

function Sak_Callback(hObject, eventdata, handles)

% --- Executes on button press in tombollatih.

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

%1x16

target1 = [1 1 1 1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1]; target2 = [-1 -1 -1 -1 1 1 1 1 -1 -1 -1 -1 -1 -1 -1 -1]; target3 = [-1 -1 -1 -1 -1 -1 -1 -1 1 1 1 1 -1 -1 -1 -1]; target4 = [-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1 1 1 1];

input1 = xlsread('bam.xlsx', 'nilai', 'B1:U1'); %1x20 input2 = xlsread('bam.xlsx', 'nilai', 'B2:U2');

input3 = xlsread('bam.xlsx', 'nilai', 'B3:U3'); input4 = xlsread('bam.xlsx', 'nilai', 'B4:U4');

input9 = xlsread('bam.xlsx', 'nilai', 'B9:U9'); %1x20 input10 = xlsread('bam.xlsx', 'nilai', 'B10:U10'); input11 = xlsread('bam.xlsx', 'nilai', 'B11:U11'); input12 = xlsread('bam.xlsx', 'nilai', 'B12:U12');

w1 = input1'* target1; %20x16 w2 = input2'* target1;

w3 = input3'* target1; w4 = input4'* target1; w5 = input5'* target1; w6 = input6'* target2; w7 = input7'* target2; w8 = input8'* target2; w9 = input9'* target2; w10 = input10'* target2; w11 = input11'* target3; w12 = input12'* target3; w13 = input13'* target3; w14 = input14'* target3; w15 = input15'* target3; w16 = input16'* target4; w17 = input17'* target4; w18 = input18'* target4; w19 = input19'* target4; w20 = input20'* target4;

%20x16

(4)

xlswrite('bam.xlsx',w, 'bobot', 'A1:P20');

y_in1 = input1 * w; %1x16 y_in2 = input2 * w;

y_in3 = input3 * w; y_in4 = input4 * w; y_in5 = input5 * w; y_in6 = input6 * w; y_in7 = input7 * w; y_in8 = input8 * w; y_in9 = input9 * w; y_in10 = input10 * w; y_in11 = input11 * w; y_in12 = input12 * w; y_in13 = input13 * w; y_in14 = input14 * w; y_in15 = input15 * w; y_in16 = input16 * w; y_in17 = input17 * w; y_in18 = input18 * w; y_in19 = input19 * w; y_in20 = input20 * w;

for indeks = 1 : 5

if (y_in1(indeks) < 0) y_in1(indeks) = -1; else

y_in1(indeks) = 1; end

(5)

(6)

end

waktupengujian = toc(tStart);

set(handles.waktulatih,'string',waktupengujian); h = msgbox('Data telah dilatih', 'Berhasil');

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 waktulatih_Callback(hObject, eventdata, handles)

function waktulatih_CreateFcn(hObject, eventdata, handles)

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

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

% --- Executes on button press in tombolsimpan.

function tombolsimpan_Callback(hObject, eventdata, handles) a = get(handles.Sul,'Value');

b = get(handles.Per,'Value'); c = get(handles.Bat,'Value'); d = get(handles.Mua,'Value'); e = get(handles.Sua,'Value');

(7)

g = get(handles.Mun,'Value'); h = get(handles.Ada,'Value'); i = get(handles.Lam,'Value'); j = get(handles.Atp,'Value');

k = get(handles.Sen,'Value'); l = get(handles.Kem,'Value'); m = get(handles.Ane,'Value'); n = get(handles.Ras,'Value'); o = get(handles.Pen,'Value');

p = get(handles.Tm,'Value'); q = get(handles.Md,'Value'); r = get(handles.Kel,'Value'); s = get(handles.Keh,'Value'); t = get(handles.Sak,'Value');

penyakit= [a b c d e f g h i j k l m n o p q r s t];

for indeks = 1 : 20

if (penyakit(indeks) == 0) penyakit(indeks) = -1; else

penyakit(indeks) = 1; end

end

nm = get(handles.namapenyakit,'String');

if (strcmp(nm , 'Radang Kerongkongan 1'))

xlswrite('bam.xlsx',penyakit,'Nilai','B1:U1'); elseif (strcmp(nm , 'Radang Kerongkongan 2')) xlswrite('bam.xlsx',penyakit,'Nilai','B2:U2'); elseif (strcmp(nm , 'Radang Kerongkongan 3')) xlswrite('bam.xlsx',penyakit,'Nilai','B3:U3'); elseif (strcmp(nm , 'Radang Kerongkongan 4')) xlswrite('bam.xlsx',penyakit,'Nilai','B4:U4'); elseif (strcmp(nm , 'Radang Kerongkongan 5')) xlswrite('bam.xlsx',penyakit,'Nilai','B5:U5');

elseif (strcmp(nm , 'Radang Lambung 1'))

xlswrite('bam.xlsx',penyakit,'Nilai','B6:U6'); elseif (strcmp(nm , 'Radang Lambung 2'))

xlswrite('bam.xlsx',penyakit,'Nilai','B10:U10');

elseif (strcmp(nm , 'Tukak Lambung 1'))

xlswrite('bam.xlsx',penyakit,'Nilai','B11:U11'); elseif (strcmp(nm , 'Tukak Lambung 2'))

(8)

xlswrite('bam.xlsx',penyakit,'Nilai','B15:U15');

elseif (strcmp(nm , 'Kanker Lambung 1'))

xlswrite('bam.xlsx',penyakit,'Nilai','B16:U16'); elseif (strcmp(nm , 'Kanker Lambung 2'))

xlswrite('bam.xlsx',penyakit,'Nilai','B20:U20'); end

penyakit = [];

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

% --- Executes on button press in tombolreset.

function tombolreset_Callback(hObject, eventdata, handles) set(handles.namapenyakit,'String','','Enable','on');

set(handles.waktulatih,'String','','Enable','on'); set(handles.Sul,'Value',0);

set(handles.Per,'Value',0); set(handles.Bat,'Value',0); set(handles.Mua,'Value',0); set(handles.Sua,'Value',0); set(handles.Nye,'Value',0); set(handles.Mun,'Value',0); set(handles.Ada,'Value',0); set(handles.Lam,'Value',0); set(handles.Atp,'Value',0); set(handles.Sen,'Value',0); set(handles.Kem,'Value',0); set(handles.Ane,'Value',0); set(handles.Ras,'Value',0); set(handles.Pen,'Value',0); set(handles.Tm,'Value',0); set(handles.Md,'Value',0); set(handles.Kel,'Value',0); set(handles.Keh,'Value',0); set(handles.Sak,'Value',0);

% ---function beranda_Callback(hObject, eventdata, handles)

Beranda

% ---function menubam_Callback(hObject, eventdata, handles)

% ---function menulvq_Callback(hObject, eventdata, handles)

% ---function bantuan_Callback(hObject, eventdata, handles)

UjiBAM.m

function varargout = UjiBAM(varargin) % UJIBAM M-file for UjiBAM.fig

gui_Singleton = 1;

(9)

'gui_Singleton', gui_Singleton, ... 'gui_OpeningFcn', @UjiBAM_OpeningFcn, ... 'gui_OutputFcn', @UjiBAM_OutputFcn, ... 'gui_LayoutFcn', [] , ...

if nargout

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

function UjiBAM_OpeningFcn(hObject, eventdata, handles, varargin) handles.output = hObject;

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

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

set(handles.namapenyakit,'String','','Enable','on'); set(handles.jenisobat,'String','','Enable','on'); set(handles.waktuuji,'String','','Enable','on'); set(handles.Sul,'Value',0);

set(handles.Per,'Value',0); set(handles.Bat,'Value',0); set(handles.Mua,'Value',0); set(handles.Sua,'Value',0); set(handles.Nye,'Value',0); set(handles.Mun,'Value',0); set(handles.Ada,'Value',0); set(handles.Lam,'Value',0); set(handles.Atp,'Value',0); set(handles.Sen,'Value',0); set(handles.Kem,'Value',0); set(handles.Ane,'Value',0); set(handles.Ras,'Value',0); set(handles.Pen,'Value',0); set(handles.Tm,'Value',0); set(handles.Md,'Value',0); set(handles.Kel,'Value',0); set(handles.Keh,'Value',0); set(handles.Sak,'Value',0);

% --- Executes on button press in tombolhasil.

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

(10)

c = get(handles.Bat,'Value'); d = get(handles.Mua,'Value'); e = get(handles.Sua,'Value');

f = get(handles.Nye,'Value'); g = get(handles.Mun,'Value'); h = get(handles.Ada,'Value'); i = get(handles.Lam,'Value'); j = get(handles.Atp,'Value');

data_uji = [a b c d e f g h i j k l m n o p q r s t];

for indeks = 1 : 20

if (data_uji(indeks) == 0) data_uji(indeks) = -1; else

data_uji(indeks) = 1; end

end

w = xlsread('bam.xlsx','bobot','A1:P20'); %20x16 output_uji = data_uji * w; %1x16

for indeks = 1 : 16

if (output_uji(indeks) < 0) output_uji(indeks) = -1; else

output_uji(indeks) = 1; end

end

output_uji

target1 = [1 1 1 1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1]; target2 = [-1 -1 -1 -1 1 1 1 1 -1 -1 -1 -1 -1 -1 -1 -1]; target3 = [-1 -1 -1 -1 -1 -1 -1 -1 1 1 1 1 -1 -1 -1 -1]; target4 = [-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1 1 1 1];

if isequal (output_uji,target1)

set(handles.namapenyakit,'String','Radang Kerongkongan (reflux oesophagitis)');

set(handles.jenisobat,'String','Ranitidin , Omeprazole , Domperidone , Antasida , Sukralfat');

elseif isequal (output_uji,target2)

(11)

set(handles.jenisobat,'String','Omeprazole , Antasida , Bismuth , Amoxixilin , Claritromixin)');

set(handles.namapenyakit,'String','Tukak Lambung-Usus (ulcus pepticum)');

set(handles.jenisobat,'String','Antasida , Bismuth , Sukralfat , Ranitidin , Omeprazole');

set(handles.namapenyakit,'String','Kanker Lambung');

set(handles.jenisobat,'String','Kemoterapi , Radiasi , Operasi'); else

set(handles.namapenyakit,'String','Tidak Dikenali'); end

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

% --- Executes on button press in Sul.

function Sul_Callback(hObject, eventdata, handles)

% --- Executes on button press in Per.

function Per_Callback(hObject, eventdata, handles)

% --- Executes on button press in Bat.

function Bat_Callback(hObject, eventdata, handles)

% --- Executes on button press in Mua.

function Mua_Callback(hObject, eventdata, handles)

% --- Executes on button press in Sua.

function Sua_Callback(hObject, eventdata, handles)

% --- Executes on button press in Nye.

function Nye_Callback(hObject, eventdata, handles)

% --- Executes on button press in Mun.

function Mun_Callback(hObject, eventdata, handles)

% --- Executes on button press in Ada.

function Ada_Callback(hObject, eventdata, handles)

% --- Executes on button press in Lam.

function Lam_Callback(hObject, eventdata, handles)

% --- Executes on button press in Atp.

function Atp_Callback(hObject, eventdata, handles)

% --- Executes on button press in Sen.

function Sen_Callback(hObject, eventdata, handles)

% --- Executes on button press in Kem.

LatihLVQ.m

function varargout = LatihLVQ(varargin) % LATIHLVQ M-file for LatihLVQ.fig gui_Singleton = 1;

(12)

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

if nargout

% --- Executes on button press in Sak.

function Sak_Callback(hObject, eventdata, handles)

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

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

set(handles.Sul,'Value',0); set(handles.Per,'Value',0); set(handles.Bat,'Value',0); set(handles.Mua,'Value',0); set(handles.Sua,'Value',0); set(handles.Nye,'Value',0); set(handles.Mun,'Value',0); set(handles.Ada,'Value',0); set(handles.Lam,'Value',0); set(handles.Atp,'Value',0); set(handles.Sen,'Value',0); set(handles.Kem,'Value',0); set(handles.Ane,'Value',0); set(handles.Ras,'Value',0); set(handles.Pen,'Value',0); set(handles.Tm,'Value',0); set(handles.Md,'Value',0); set(handles.Kel,'Value',0); set(handles.Keh,'Value',0); set(handles.Sak,'Value',0);

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

% --- Executes on button press in tombolsimpan.

function tombolsimpan_Callback(hObject, eventdata, handles) a = get(handles.Sul,'Value');

(13)

d = get(handles.Mua,'Value'); e = get(handles.Sua,'Value');

for indeks = 1 : 20

end

nm = get(handles.namapenyakit,'String');

if (strcmp(nm , 'Radang Kerongkongan 1'))

xlswrite('lvq.xlsx',penyakit,'Nilai','B1:U1'); elseif (strcmp(nm , 'Radang Kerongkongan 2')) xlswrite('lvq.xlsx',penyakit,'Nilai','B2:U2'); elseif (strcmp(nm , 'Radang Kerongkongan 3')) xlswrite('lvq.xlsx',penyakit,'Nilai','B3:U3'); elseif (strcmp(nm , 'Radang Kerongkongan 4')) xlswrite('lvq.xlsx',penyakit,'Nilai','B4:U4'); elseif (strcmp(nm , 'Radang Kerongkongan 5')) xlswrite('lvq.xlsx',penyakit,'Nilai','B5:U5');

elseif (strcmp(nm , 'Radang Lambung 1'))

xlswrite('lvq.xlsx',penyakit,'Nilai','B6:U6'); elseif (strcmp(nm , 'Radang Lambung 2'))

xlswrite('lvq.xlsx',penyakit,'Nilai','B10:U10');

(14)

xlswrite('lvq.xlsx',penyakit,'Nilai','B12:U12'); elseif (strcmp(nm , 'Tukak Lambung 3'))

xlswrite('lvq.xlsx',penyakit,'Nilai','B15:U15');

elseif (strcmp(nm , 'Kanker Lambung 1'))

xlswrite('lvq.xlsx',penyakit,'Nilai','B16:U16'); elseif (strcmp(nm , 'Kanker Lambung 2'))

xlswrite('lvq.xlsx',penyakit,'Nilai','B20:U20'); end

penyakit = [];

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

function waktu_Callback(hObject, eventdata, handles)

% hObject handle to waktu (see GCBO)

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

% --- Executes on button press in tombollatih.

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

%target 1 x 20

w1_awal = [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 -1]; %kelas 1

w2_awal = [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 -1]; %kelas 2

w3_awal = [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 -1]; %kelas 3

w4_awal = [-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1 1 1 1 1]; %kelas 4

input1 = xlsread('lvq.xlsx', 'nilai', 'B1:U1'); %1x20 input2 = xlsread('lvq.xlsx', 'nilai', 'B2:U2');

input3 = xlsread('lvq.xlsx', 'nilai', 'B3:U3'); input4 = xlsread('lvq.xlsx', 'nilai', 'B4:U4');

(15)

pola = [input1 ; input2 ; input3 ; input4; input5 ; input6 ; input7 ; input8 ; input9 ; input10; input11; input12; input13 ; input14 ; input15 ; input16 ; input17; input18; input19; input20]; kelas = [1 ; 2 ; 3 ; 4];

a = 0.05;

max_epoch = 100000;

epoch = 0; w11 = 0; w22 = 0; w33 = 0; w44 = 0;

while epoch <= max_epoch

for i = 1 : 20 %jumlah input

for j = 1 : 20 %jumlah indeks input

w11 = w11 + ((pola(i,j) - w1_awal(j))^2); w22 = w22 + ((pola(i,j) - w2_awal(j))^2); w33 = w33 + ((pola(i,j) - w3_awal(j))^2); w44 = w44 + ((pola(i,j) - w4_awal(j))^2); end

w11 = sqrt(w11); w22 = sqrt(w22); w33 = sqrt(w33); w44 = sqrt(w44);

%mencari nilai minimum data = [w11 w22 w33 w44]; if (min(data) == w11) for j = 1 : 20

w1_baru(j) = w1_awal(j) + a * (pola(i,j) - w1_awal(j));

end

w1_awal = w1_baru; elseif (min(data) == w22) for j = 1 : 20

end

w2_awal = w2_baru; elseif (min(data) == w33) for j = 1 : 20

end

(16)

for j = 1 : 20

end

w4_awal = w4_baru; end

end

epoch = epoch + 1; a = 0.1 * a;

end

xlswrite('lvq.xlsx',epoch,'bobot','B2'); xlswrite('lvq.xlsx',w1_awal,'bobot','B3:U3'); xlswrite('lvq.xlsx',w2_awal,'bobot','B4:U4'); xlswrite('lvq.xlsx',w3_awal,'bobot','B5:U5'); xlswrite('lvq.xlsx',w4_awal,'bobot','B6:U6');

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

pesan = msgbox('Data telah dilatih', 'Berhasil');

% ---LatihBAM

UjiBAM

UjiLVQ.m

function varargout = UjiLVQ(varargin) % UJILVQ M-file for UjiLVQ.fig

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

gui_mainfcn(gui_State, varargin{:});

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

set(handles.namapenyakit,'String','','Enable','on'); set(handles.jenisobat,'String','','Enable','on'); set(handles.waktuuji,'String','','Enable','on'); set(handles.Sul,'Value',0);

(17)

set(handles.Nye,'Value',0); set(handles.Mun,'Value',0); set(handles.Ada,'Value',0); set(handles.Lam,'Value',0); set(handles.Atp,'Value',0); set(handles.Sen,'Value',0); set(handles.Kem,'Value',0); set(handles.Ane,'Value',0); set(handles.Ras,'Value',0); set(handles.Pen,'Value',0); set(handles.Tm,'Value',0); set(handles.Md,'Value',0); set(handles.Kel,'Value',0); set(handles.Keh,'Value',0); set(handles.Sak,'Value',0);

% --- Executes on button press in tombolhasil.

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

a = get(handles.Sul,'Value'); b = get(handles.Per,'Value'); c = get(handles.Bat,'Value'); d = get(handles.Mua,'Value'); e = get(handles.Sua,'Value');

for indeks = 1 : 20

end

(18)

w1_awal = xlsread('lvq.xlsx', 'bobot', 'B3:U3'); w2_awal = xlsread('lvq.xlsx', 'bobot', 'B4:U4'); w3_awal = xlsread('lvq.xlsx', 'bobot', 'B5:U5'); w4_awal = xlsread('lvq.xlsx', 'bobot', 'B6:U6');

for i = 1 : 20

bobot1 = bobot1 + ((penyakit(i) - w1_awal(i))^2); bobot2 = bobot2 + ((penyakit(i) - w2_awal(i))^2); bobot3 = bobot3 + ((penyakit(i) - w3_awal(i))^2); bobot4 = bobot4 + ((penyakit(i) - w4_awal(i))^2); end

matriks =[ bobot1 bobot2 bobot3 bobot4];

if (min(matriks) == bobot1)

namapenyakit ='Radang Kerongkongan (reflux oesophagitis)'; jenisobat ='Ranitidin , Omeprazole , Domperidone , Antasida , Sukralfat';

elseif (min(matriks) == bobot2)

namapenyakit ='Radang lambung (gastritis)';

jenisobat ='Omeprazole , Antasida , Bismuth , Amoxixilin , Claritromixin';

elseif (min(matriks) == bobot3)

namapenyakit ='Tukak Lambung-Usus (ulcus pepticum)'; jenisobat ='Antasida , Bismuth , Sukralfat , Ranitidin , Omeprazole ';

elseif (min(matriks) == bobot4) namapenyakit ='Kanker Lambung';

jenisobat ='Kemoterapi , Radiasi , Operasi'; else

namapenyakit ='Tidak Dikenali'; end

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

guidata(hObject, handles); waktupengujian = toc(tStart);

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

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

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

Bantuan.m

function varargout = Bantuan(varargin) % BANTUAN M-file for Bantuan.fig

gui_Singleton = 1;

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

(19)

if nargin && ischar(varargin{1})

% ---function keluar_Callback(hObject, eventdata, handles)

choice= questdlg ('Apakah Anda Ingin Keluar?','Konfirmasi',... 'Ya','Tidak','Tidak');

switch choice case 'Ya' close all; end

UjiBAM

% ---function ujilvq_Callback(hObject, eventdata, handles)

UjiLVQ

% ---function latihbam_Callback(hObject, eventdata, handles)

LatihBAM

% ---function latihlvq_Callback(hObject, eventdata, handles)

LatihLVQ

(20)

Perbandingan Algoritma Bidirectional Associative Memory dan Learning Vector Quantization Dalam Menentukan Obat Penyakit Saluran Cerna Lambung-Usus

LAMPIRAN

LISTING

_PROGRAM

Beranda.m

LatihBAM.m

UjiBAM.m

LatihLVQ.m

UjiLVQ.m

Bantuan.m

CURRICULUM VITAE

Nama

: Kh Nisa Dewi

Alamat Sekarang

: Jl. Darussalam Sei Musi No 50A

Alamat Orang Tua

: P.Siantar

Telp/ Hp

: 085370425333

Email

: [email protected]

Riwayat Pendidikan

2011

–

2015

: S1 Ilmu Komputer Universitas Sumatera Utara, Medan

2008

–

2011

: SMA Negeri 1 Dolok Batu Nanggar

2005

–

2008

: SMP Negeri 1 Dolok Batu Nanggar

1999

–

2005

: SD Negeri 091663 Laras

Keahlian/Kursus yang diikuti