deepMKL/demo.m at master · ericstrobl/deepMKL · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
clear all
clc

% Trains 1,2 and 3 layer models on three example datasets

%% GERMAN
disp('GERMAN')

[x, Xtest, y, Ytest] = loadGermanDataset();

%one layer
[model,net] = deepMKL_train(x,y,1,1E-4);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%two layer
[model,net] = deepMKL_train(x,y,2,1E-5);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%three layer
[model,net] = deepMKL_train(x,y,3,1E-5);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%% TICTACTOE
disp('TICTACTOE')
[x, Xtest, y, Ytest] = loadTicTacToeDataset();

%one layer
[model,net] = deepMKL_train(x,y,1,1E-2);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%two layer
[model,net] = deepMKL_train(x,y,2,1E-5);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%three layer
[model,net] = deepMKL_train(x,y,3,1E-5);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%% AUSTRALIAN
disp('AUSTRALIAN')
[x, Xtest, y, Ytest] = loadAustralianDataset();

%one layer
[model,net] = deepMKL_train(x,y,1,1E-2);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%two layer
[model,net] = deepMKL_train(x,y,2,1E-3);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);

%three layer
[model,net] = deepMKL_train(x,y,3,1E-3);
[pred,acc] = deepMKL_test([x;Xtest],Ytest,model,net);