Algortima Neural Network Untuk Memprediksi Kemanangan Bola

Data

Select Attribute

Exclude Skor Home dan Skor Away

Set Role

Attribute Name : hasil

Target Role : Label

Replace Missing Value

Default Zero

ValueReplenishment

Model covering 11 attributes:

  • persentase home menang
  • persentase away menang
  • bet home
  • bet draw
  • bet away
  • kandang 1
  • kandang 2
  • kandang 3
  • tandang 1
  • tandang 2
  • tandang 3

Nominal To Numerical

Nominal2Numerical Model

Coding Type: dummy coding
Model covering 6 attributes:

  • kandang 1
  • kandang 2
  • kandang 3
  • tandang 1
  • tandang 2
  • tandang 3

Algoritma Neural Network

Hidden 1
Node 1 (Sigmoid)
kandang 1 = W: 0.232
kandang 1 = D: 0.350
kandang 1 = L: -0.813
kandang 2 = W: 0.549
kandang 2 = D: -0.066
kandang 2 = L: -0.664
kandang 3 = W: -0.025
kandang 3 = L: 0.058
kandang 3 = D: -0.203
tandang 1 = L: 0.640
tandang 1 = D: 0.306
tandang 1 = W: -1.222
tandang 2 = W: -0.439
tandang 2 = L: 0.435
tandang 2 = D: -0.233
tandang 3 = D: 0.051
tandang 3 = W: 0.147
tandang 3 = L: -0.390
persentase home menang: -0.863
persentase away menang: 0.470
bet home: 0.151
bet draw: 0.059
bet away: -0.123
Bias: 0.246
Node 2 (Sigmoid)
kandang 1 = W: 0.146
kandang 1 = D: 0.274
kandang 1 = L: -0.464
kandang 2 = W: 0.308
kandang 2 = D: 0.002
kandang 2 = L: -0.368
kandang 3 = W: 0.065
kandang 3 = L: -0.059
kandang 3 = D: -0.109
tandang 1 = L: 0.417
tandang 1 = D: 0.227
tandang 1 = W: -0.661
tandang 2 = W: -0.207
tandang 2 = L: 0.328
tandang 2 = D: -0.168
tandang 3 = D: 0.044
tandang 3 = W: 0.077
tandang 3 = L: -0.275
persentase home menang: -0.552
persentase away menang: 0.315
bet home: 0.152
bet draw: 0.053
bet away: -0.063
Bias: 0.096
Node 3 (Sigmoid)
kandang 1 = W: 0.541
kandang 1 = D: -1.045
kandang 1 = L: 0.354
kandang 2 = W: 0.045
kandang 2 = D: -0.500
kandang 2 = L: 0.378
kandang 3 = W: -0.163
kandang 3 = L: 0.238
kandang 3 = D: -0.117
tandang 1 = L: 0.484
tandang 1 = D: -0.986
tandang 1 = W: 0.355
tandang 2 = W: 0.478
tandang 2 = L: -0.478
tandang 2 = D: -0.177
tandang 3 = D: 0.361
tandang 3 = W: -0.516
tandang 3 = L: 0.048
persentase home menang: 1.114
persentase away menang: -0.725
bet home: -0.475
bet draw: -0.209
bet away: -0.104
Bias: 0.133
Node 4 (Sigmoid)
kandang 1 = W: 1.517
kandang 1 = D: -0.732
kandang 1 = L: -0.380
kandang 2 = W: 0.453
kandang 2 = D: 0.033
kandang 2 = L: -0.205
kandang 3 = W: -0.326
kandang 3 = L: 0.645
kandang 3 = D: -0.067
tandang 1 = L: 1.344
tandang 1 = D: -0.382
tandang 1 = W: -0.593
tandang 2 = W: -0.058
tandang 2 = L: 0.289
tandang 2 = D: 0.123
tandang 3 = D: 0.699
tandang 3 = W: -0.410
tandang 3 = L: 0.070
persentase home menang: 0.084
persentase away menang: 0.053
bet home: 0.300
bet draw: 0.251
bet away: 0.332
Bias: -0.370
Node 5 (Sigmoid)
kandang 1 = W: -0.172
kandang 1 = D: -0.449
kandang 1 = L: 0.853
kandang 2 = W: -0.405
kandang 2 = D: 0.002
kandang 2 = L: 0.624
kandang 3 = W: -0.070
kandang 3 = L: 0.086
kandang 3 = D: 0.284
tandang 1 = L: -0.516
tandang 1 = D: -0.425
tandang 1 = W: 1.178
tandang 2 = W: 0.541
tandang 2 = L: -0.509
tandang 2 = D: 0.280
tandang 3 = D: 0.033
tandang 3 = W: -0.148
tandang 3 = L: 0.385
persentase home menang: 1.138
persentase away menang: -0.580
bet home: -0.190
bet draw: -0.047
bet away: 0.188
Bias: -0.201
Node 6 (Sigmoid)
kandang 1 = W: -1.069
kandang 1 = D: 0.370
kandang 1 = L: 0.431
kandang 2 = W: -0.260
kandang 2 = D: -0.091
kandang 2 = L: 0.150
kandang 3 = W: 0.151
kandang 3 = L: -0.398
kandang 3 = D: 0.005
tandang 1 = L: -0.905
tandang 1 = D: 0.076
tandang 1 = W: 0.598
tandang 2 = W: 0.003
tandang 2 = L: -0.227
tandang 2 = D: -0.147
tandang 3 = D: -0.436
tandang 3 = W: 0.219
tandang 3 = L: -0.060
persentase home menang: -0.050
persentase away menang: -0.047
bet home: -0.201
bet draw: -0.191
bet away: -0.203
Bias: 0.231
Node 7 (Sigmoid)
kandang 1 = W: -1.010
kandang 1 = D: 1.610
kandang 1 = L: -0.416
kandang 2 = W: -0.065
kandang 2 = D: 0.699
kandang 2 = L: -0.428
kandang 3 = W: 0.460
kandang 3 = L: -0.462
kandang 3 = D: 0.088
tandang 1 = L: -0.794
tandang 1 = D: 1.318
tandang 1 = W: -0.440
tandang 2 = W: -0.692
tandang 2 = L: 0.552
tandang 2 = D: 0.298
tandang 3 = D: -0.565
tandang 3 = W: 0.866
tandang 3 = L: -0.093
persentase home menang: -1.382
persentase away menang: 0.767
bet home: 0.533
bet draw: 0.264
bet away: 0.246
Bias: -0.172
Node 8 (Sigmoid)
kandang 1 = W: 0.829
kandang 1 = D: -0.602
kandang 1 = L: -0.092
kandang 2 = W: 0.356
kandang 2 = D: -0.099
kandang 2 = L: -0.117
kandang 3 = W: -0.231
kandang 3 = L: 0.449
kandang 3 = D: -0.054
tandang 1 = L: 0.775
tandang 1 = D: -0.391
tandang 1 = W: -0.228
tandang 2 = W: 0.111
tandang 2 = L: 0.071
tandang 2 = D: 0.001
tandang 3 = D: 0.405
tandang 3 = W: -0.262
tandang 3 = L: -0.038
persentase home menang: 0.210
persentase away menang: -0.087
bet home: 0.100
bet draw: 0.155
bet away: 0.185
Bias: -0.176
Node 9 (Sigmoid)
kandang 1 = W: 0.419
kandang 1 = D: 0.226
kandang 1 = L: -0.720
kandang 2 = W: 0.515
kandang 2 = D: -0.113
kandang 2 = L: -0.477
kandang 3 = W: -0.085
kandang 3 = L: 0.154
kandang 3 = D: -0.175
tandang 1 = L: 0.775
tandang 1 = D: 0.202
tandang 1 = W: -1.014
tandang 2 = W: -0.290
tandang 2 = L: 0.290
tandang 2 = D: -0.075
tandang 3 = D: 0.130
tandang 3 = W: 0.027
tandang 3 = L: -0.255
persentase home menang: -0.388
persentase away menang: 0.104
bet home: 0.082
bet draw: 0.093
bet away: -0.070
Bias: 0.038
Node 10 (Sigmoid)
kandang 1 = W: -0.923
kandang 1 = D: 1.453
kandang 1 = L: -0.436
kandang 2 = W: -0.019
kandang 2 = D: 0.629
kandang 2 = L: -0.441
kandang 3 = W: 0.442
kandang 3 = L: -0.334
kandang 3 = D: 0.073
tandang 1 = L: -0.730
tandang 1 = D: 1.251
tandang 1 = W: -0.381
tandang 2 = W: -0.631
tandang 2 = L: 0.553
tandang 2 = D: 0.280
tandang 3 = D: -0.501
tandang 3 = W: 0.835
tandang 3 = L: -0.066
persentase home menang: -1.334
persentase away menang: 0.785
bet home: 0.529
bet draw: 0.249
bet away: 0.220
Bias: -0.162
Node 11 (Sigmoid)
kandang 1 = W: -0.074
kandang 1 = D: -0.654
kandang 1 = L: 1.046
kandang 2 = W: -0.484
kandang 2 = D: 0.091
kandang 2 = L: 0.771
kandang 3 = W: -0.019
kandang 3 = L: 0.018
kandang 3 = D: 0.285
tandang 1 = L: -0.563
tandang 1 = D: -0.520
tandang 1 = W: 1.347
tandang 2 = W: 0.605
tandang 2 = L: -0.463
tandang 2 = D: 0.245
tandang 3 = D: -0.011
tandang 3 = W: -0.171
tandang 3 = L: 0.461
persentase home menang: 1.058
persentase away menang: -0.492
bet home: -0.120
bet draw: -0.004
bet away: 0.260
Bias: -0.367
Node 12 (Sigmoid)
kandang 1 = W: -0.719
kandang 1 = D: 1.322
kandang 1 = L: -0.380
kandang 2 = W: 0.022
kandang 2 = D: 0.588
kandang 2 = L: -0.477
kandang 3 = W: 0.285
kandang 3 = L: -0.236
kandang 3 = D: 0.105
tandang 1 = L: -0.564
tandang 1 = D: 1.197
tandang 1 = W: -0.468
tandang 2 = W: -0.610
tandang 2 = L: 0.544
tandang 2 = D: 0.225
tandang 3 = D: -0.486
tandang 3 = W: 0.746
tandang 3 = L: -0.066
persentase home menang: -1.448
persentase away menang: 0.839
bet home: 0.590
bet draw: 0.278
bet away: 0.205
Bias: -0.131
Node 13 (Sigmoid)
kandang 1 = W: 0.064
kandang 1 = D: -0.582
kandang 1 = L: 0.628
kandang 2 = W: -0.176
kandang 2 = D: -0.199
kandang 2 = L: 0.439
kandang 3 = W: -0.089
kandang 3 = L: 0.148
kandang 3 = D: 0.047
tandang 1 = L: -0.095
tandang 1 = D: -0.645
tandang 1 = W: 0.846
tandang 2 = W: 0.489
tandang 2 = L: -0.466
tandang 2 = D: 0.065
tandang 3 = D: 0.168
tandang 3 = W: -0.239
tandang 3 = L: 0.198
persentase home menang: 1.134
persentase away menang: -0.542
bet home: -0.257
bet draw: -0.039
bet away: 0.114
Bias: -0.083
Node 14 (Sigmoid)
kandang 1 = W: -1.081
kandang 1 = D: 0.606
kandang 1 = L: 0.210
kandang 2 = W: -0.338
kandang 2 = D: -0.026
kandang 2 = L: 0.113
kandang 3 = W: 0.193
kandang 3 = L: -0.454
kandang 3 = D: 0.026
tandang 1 = L: -0.838
tandang 1 = D: 0.312
tandang 1 = W: 0.306
tandang 2 = W: 0.077
tandang 2 = L: -0.182
tandang 2 = D: -0.057
tandang 3 = D: -0.511
tandang 3 = W: 0.301
tandang 3 = L: -0.060
persentase home menang: -0.200
persentase away menang: -0.005
bet home: -0.124
bet draw: -0.181
bet away: -0.166
Bias: 0.236
Output
Class ‘HOME’ (Sigmoid)
Node 1: 1.090
Node 2: 0.211
Node 3: 0.345
Node 4: 2.441
Node 5: -0.953
Node 6: -1.990
Node 7: -2.131
Node 8: 1.185
Node 9: 1.243
Node 10: -1.708
Node 11: -1.317
Node 12: -1.058
Node 13: -0.331
Node 14: -1.934
Threshold: -0.257
Class ‘DRAW’ (Sigmoid)
Node 1: 0.360
Node 2: 0.196
Node 3: -2.247
Node 4: -1.997
Node 5: -1.402
Node 6: 0.266
Node 7: 2.761
Node 8: -1.404
Node 9: -0.161
Node 10: 2.458
Node 11: -1.790
Node 12: 2.140
Node 13: -1.671
Node 14: 0.816
Threshold: -0.980
Class ‘AWAY’ (Sigmoid)
Node 1: -2.377
Node 2: -1.376
Node 3: 1.154
Node 4: -1.472
Node 5: 1.879
Node 6: 1.034
Node 7: -1.576
Node 8: -0.622
Node 9: -2.105
Node 10: -1.629
Node 11: 2.477
Node 12: -1.979
Node 13: 1.358
Node 14: 0.396
Threshold: -0.368

Performance Vector

PerformanceVector:
accuracy: 88.00% +/- 20.40% (mikro: 87.50%)
ConfusionMatrix:
True: HOME DRAW AWAY
HOME: 15 1 0
DRAW: 1 14 3
AWAY: 0 1 13
kappa: 0.821 +/- 0.309 (mikro: 0.812)
ConfusionMatrix:
True: HOME DRAW AWAY
HOME: 15 1 0
DRAW: 1 14 3
AWAY: 0 1 13