1
=== Run information ===
2

3
Scheme:       weka.classifiers.functions.MultilayerPerceptron -L 0.2 -M 0.2 -N 5000 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3 -batch-size 150
4
Relation:     zse_export_MAIS-R-A-features
5
Instances:    1526
6
Attributes:   7
7
              rsi
8
              mfi
9
              ema
10
              so
11
              macd
12
              sl
13
              cl_p
14
Test mode:    split 70.0% train, remainder test
15

16
=== Classifier model (full training set) ===
17

18
Linear Node 0
19
    Inputs    Weights
20
    Threshold    -0.378975826626729
21
    Node 1    -1.2768519542855488
22
    Node 2    -0.6145289664067444
23
    Node 3    1.719191079253975
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -2.770952150942397
27
    Attrib rsi    -1.027140665686706
28
    Attrib mfi    -0.031844669464115335
29
    Attrib ema    -0.5873192532490199
30
    Attrib so    0.18530615598710934
31
    Attrib macd    -0.3142098367675135
32
    Attrib sl    -0.6844956383059131
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -3.081240967803118
36
    Attrib rsi    0.6539174645244243
37
    Attrib mfi    0.009289772382774288
38
    Attrib ema    -4.433615670144852
39
    Attrib so    -0.20199452572114382
40
    Attrib macd    -0.07349274597551021
41
    Attrib sl    1.1893883481825935
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -0.7351525092344824
45
    Attrib rsi    0.6504185176692647
46
    Attrib mfi    0.03305822352691138
47
    Attrib ema    2.294246949354559
48
    Attrib so    -0.05338532716395472
49
    Attrib macd    0.08395422016220103
50
    Attrib sl    -0.3674465357986784
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 25.48 seconds
57

58
=== Predictions on test split ===
59

60
    inst#     actual  predicted      error
61
        1    160        173.062     13.062 
62
        2    159.99     169.774      9.784 
63
        3    155        170.42      15.42  
64
        4    153        165.21      12.21  
65
        5    150        161.934     11.934 
66
        6    145.81     157.393     11.583 
67
        7    145.81     152.263      6.453 
68
        8    142.25     151.604      9.354 
69
        9    140        146.357      6.357 
70
       10    144.99     141.609     -3.381 
71
       11    149        143.532     -5.468 
72
       12    142        142.815      0.815 
73
       13    140        132.411     -7.589 
74
       14    130        128.214     -1.786 
75
       15    127        121.102     -5.898 
76
       16    133        118.918    -14.082 
77
       17    140        124.179    -15.821 
78
       18    142        130.788    -11.212 
79
       19    148        133.683    -14.317 
80
       20    147.99     138.208     -9.782 
81
       21    140        139.213     -0.787 
82
       22    138        135.593     -2.407 
83
       23    150        135.617    -14.383 
84
       24    152        144.506     -7.494 
85
       25    150        149.466     -0.534 
86
       26    150        148.027     -1.973 
87
       27    150        150.957      0.957 
88
       28    150        154.892      4.892 
89
       29    145.99     159.986     13.996 
90
       30    149.99     158.817      8.827 
91
       31    150        163.505     13.505 
92
       32    150        162.008     12.008 
93
       33    144.03     160.693     16.663 
94
       34    143.07     153.801     10.731 
95
       35    141.03     151.54      10.51  
96
       36    149.9      149.555     -0.345 
97
       37    143        157.069     14.069 
98
       38    144        151.095      7.095 
99
       39    145        148.815      3.815 
100
       40    140.02     149.155      9.135 
101
       41    138        143.431      5.431 
102
       42    138.96     139.211      0.251 
103
       43    128.11     136.437      8.327 
104
       44    133        128.981     -4.019 
105
       45    138.91     130.093     -8.817 
106
       46    130.09     134.616      4.526 
107
       47    138        130.038     -7.962 
108
       48    135        135.469      0.469 
109
       49    131.7      133.043      1.343 
110
       50    131.9      130.996     -0.904 
111
       51    139.99     128.2      -11.79  
112
       52    144        132.222    -11.778 
113
       53    137.2      134.179     -3.021 
114
       54    137.4      130.003     -7.397 
115
       55    144.79     130.292    -14.498 
116
       56    137.56     136.033     -1.527 
117
       57    151        134.385    -16.615 
118
       58    163.99     143.721    -20.269 
119
       59    160        156.346     -3.654 
120
       60    156.04     156.743      0.703 
121
       61    157.99     154.43      -3.56  
122
       62    160        156.719     -3.281 
123
       63    159        161.406      2.406 
124
       64    162        163.345      1.345 
125
       65    156        167.021     11.021 
126
       66    161.9      163.85       1.95  
127
       67    160.97     167.732      6.762 
128
       68    157.1      169.117     12.017 
129
       69    151.2      167.784     16.584 
130
       70    159.99     162.683      2.693 
131
       71    151.2      167.969     16.769 
132
       72    153.1      161.897      8.797 
133
       73    161        160.369     -0.631 
134
       74    161        160.522     -0.478 
135
       75    156        162.204      6.204 
136
       76    159.99     158.54      -1.45  
137
       77    159.99     158.595     -1.395 
138
       78    161.12     157.992     -3.128 
139
       79    161.13     158.257     -2.873 
140
       80    157        159.603      2.603 
141
       81    156.5      156.329     -0.171 
142
       82    161.1      156.782     -4.318 
143
       83    160        160.642      0.642 
144
       84    163.1      162.873     -0.227 
145
       85    160.1      166.66       6.56  
146
       86    157.71     166.902      9.192 
147
       87    164        165.849      1.849 
148
       88    165        170.664      5.664 
149
       89    165        171.877      6.877 
150
       90    157.03     173.249     16.219 
151
       91    162        166.972      4.972 
152
       92    162        169.642      7.642 
153
       93    161.98     169.929      7.949 
154
       94    160        170.266     10.266 
155
       95    159        168.276      9.276 
156
       96    158.01     167.078      9.068 
157
       97    159        165.127      6.127 
158
       98    158        165.362      7.362 
159
       99    159        163.595      4.595 
160
      100    156.5      163.741      7.241 
161
      101    159        159.801      0.801 
162
      102    156.5      159.934      3.434 
163
      103    156.5      156.063     -0.437 
164
      104    156.5      152.417     -4.083 
165
      105    152.17     152.921      0.751 
166
      106    156        144.785    -11.215 
167
      107    156        149.031     -6.969 
168
      108    156        148.462     -7.538 
169
      109    156.5      149.199     -7.301 
170
      110    160        150.538     -9.462 
171
      111    155.08     155.21       0.13  
172
      112    162.97     149.672    -13.298 
173
      113    164.97     159.694     -5.276 
174
      114    160.07     162.414      2.344 
175
      115    161.04     158.244     -2.796 
176
      116    161.15     160.257     -0.893 
177
      117    162        160.332     -1.668 
178
      118    160        164.83       4.83  
179
      119    163.6      162.354     -1.246 
180
      120    163        167.988      4.988 
181
      121    165.85     167.847      1.997 
182
      122    165.85     173.76       7.91  
183
      123    165.14     174.069      8.929 
184
      124    178        175.043     -2.957 
185
      125    179        187.478      8.478 
186
      126    179        190.695     11.695 
187
      127    192        188.126     -3.874 
188
      128    192.89     196.556      3.666 
189
      129    193.89     200.249      6.359 
190
      130    189        203.153     14.153 
191
      131    184.12     197.797     13.677 
192
      132    185        192.622      7.622 
193
      133    184.5      195.179     10.679 
194
      134    184.4      195.942     11.542 
195
      135    188        197.208      9.208 
196
      136    188        201.229     13.229 
197
      137    194        202.658      8.658 
198
      138    193.7      208.406     14.706 
199
      139    193        209.3       16.3   
200
      140    191.5      207.272     15.772 
201
      141    195        205.607     10.607 
202
      142    200        205.734      5.734 
203
      143    200.05     207.463      7.413 
204
      144    210        207.479     -2.521 
205
      145    223.98     214.462     -9.518 
206
      146    243        221.842    -21.158 
207
      147    229        230.231      1.231 
208
      148    217        222.152      5.152 
209
      149    210.06     217.288      7.228 
210
      150    210.1      214.853      4.753 
211
      151    210        216.812      6.812 
212
      152    210        218.333      8.333 
213
      153    214.98     219.675      4.695 
214
      154    222        225.156      3.156 
215
      155    228.99     231.408      2.418 
216
      156    228.98     236.98       8     
217
      157    233.99     239.083      5.093 
218
      158    233        240.582      7.582 
219
      159    233.99     237.776      3.786 
220
      160    231        235.801      4.801 
221
      161    230        229.489     -0.511 
222
      162    225.12     228.592      3.472 
223
      163    231.01     226.223     -4.787 
224
      164    230        232.664      2.664 
225
      165    243.99     233.418    -10.572 
226
      166    235        242.591      7.591 
227
      167    243.99     237.81      -6.18  
228
      168    240        241.965      1.965 
229
      169    243.28     239.896     -3.384 
230
      170    245        239.753     -5.247 
231
      171    241.5      240.236     -1.264 
232
      172    245        238.21      -6.79  
233
      173    245        241.81      -3.19  
234
      174    255        242.771    -12.229 
235
      175    263.99     248.555    -15.435 
236
      176    245        252.858      7.858 
237
      177    245        244.947     -0.053 
238
      178    246.37     244.293     -2.077 
239
      179    254.99     246.6       -8.39  
240
      180    245        248.241      3.241 
241
      181    254.42     244.657     -9.763 
242
      182    245        248.016      3.016 
243
      183    253.93     244.971     -8.959 
244
      184    248        249.118      1.118 
245
      185    248.4      247.564     -0.836 
246
      186    248.02     248.702      0.682 
247
      187    248        248.232      0.232 
248
      188    247        247.101      0.101 
249
      189    247        245.287     -1.713 
250
      190    224        244.002     20.002 
251
      191    241        233.437     -7.563 
252
      192    241        242.266      1.266 
253
      193    241        242.375      1.375 
254
      194    245        241.129     -3.871 
255
      195    242        244.076      2.076 
256
      196    244        241.583     -2.417 
257
      197    241        242.892      1.892 
258
      198    253        239.657    -13.343 
259
      199    241        244.751      3.751 
260
      200    250        239.505    -10.495 
261
      201    250        242.928     -7.072 
262
      202    250        244.19      -5.81  
263
      203    250        246.286     -3.714 
264
      204    250        246.609     -3.391 
265
      205    254.5      249.17      -5.33  
266
      206    251        250.338     -0.662 
267
      207    250        247.692     -2.308 
268
      208    254.99     249.967     -5.023 
269
      209    265        252.277    -12.723 
270
      210    265        257.379     -7.621 
271
      211    260        258.006     -1.994 
272
      212    250        257.516      7.516 
273
      213    249.01     251.996      2.986 
274
      214    248.27     252.494      4.224 
275
      215    245.1      251.583      6.483 
276
      216    250.2      248.953     -1.247 
277
      217    250        251.046      1.046 
278
      218    249.99     250.522      0.532 
279
      219    245        250.014      5.014 
280
      220    245        246.509      1.509 
281
      221    244.55     246.612      2.062 
282
      222    245        244.48      -0.52  
283
      223    250        243.107     -6.893 
284
      224    244.02     244.593      0.573 
285
      225    244.02     238.379     -5.641 
286
      226    245        236.727     -8.273 
287
      227    238.12     237.91      -0.21  
288
      228    243        234.526     -8.474 
289
      229    238        239.001      1.001 
290
      230    246        237.707     -8.293 
291
      231    239.01     243.385      4.375 
292
      232    242        239.704     -2.296 
293
      233    240.05     241.796      1.746 
294
      234    249        240.646     -8.354 
295
      235    238.51     245.012      6.502 
296
      236    238.58     240.792      2.212 
297
      237    231        239.851      8.851 
298
      238    233.11     234.916      1.806 
299
      239    233.01     235.192      2.182 
300
      240    231        234.906      3.906 
301
      241    235        232.738     -2.262 
302
      242    239.97     236.226     -3.744 
303
      243    234        238.537      4.537 
304
      244    226.35     235.359      9.009 
305
      245    233        228.981     -4.019 
306
      246    228.91     233.11       4.2   
307
      247    226.25     228.731      2.481 
308
      248    226        226.568      0.568 
309
      249    225.38     223.181     -2.199 
310
      250    221        222.003      1.003 
311
      251    220.02     219.49      -0.53  
312
      252    213.62     219.032      5.412 
313
      253    210.01     214.708      4.698 
314
      254    201.08     211.022      9.942 
315
      255    202.61     203.313      0.703 
316
      256    203.01     202.891     -0.119 
317
      257    212.47     199.432    -13.038 
318
      258    210        207.596     -2.404 
319
      259    204        205.198      1.198 
320
      260    211.94     198.933    -13.007 
321
      261    214        205.421     -8.579 
322
      262    209.01     206.729     -2.281 
323
      263    219.32     202.947    -16.373 
324
      264    207.46     209.279      1.819 
325
      265    214.99     202.607    -12.383 
326
      266    215        206.992     -8.008 
327
      267    216        209.036     -6.964 
328
      268    229.89     212.716    -17.174 
329
      269    215        225.631     10.631 
330
      270    227        218.282     -8.718 
331
      271    215        225.254     10.254 
332
      272    206.31     221.656     15.346 
333
      273    217.99     218.217      0.227 
334
      274    211        224.05      13.05  
335
      275    217        221.645      4.645 
336
      276    217        221.987      4.987 
337
      277    222        223.755      1.755 
338
      278    215        224.322      9.322 
339
      279    215        223.267      8.267 
340
      280    221.55     221.951      0.401 
341
      281    215        222.335      7.335 
342
      282    220.99     218.549     -2.441 
343
      283    215        216.29       1.29  
344
      284    215        214.486     -0.514 
345
      285    214.5      213.554     -0.946 
346
      286    211.6      212.915      1.315 
347
      287    218        215.287     -2.713 
348
      288    219.99     218.246     -1.744 
349
      289    214        221.065      7.065 
350
      290    212.01     217.34       5.33  
351
      291    215        215.33       0.33  
352
      292    220        216.273     -3.727 
353
      293    215        218.505      3.505 
354
      294    219.98     216.591     -3.389 
355
      295    213.1      218.182      5.082 
356
      296    212        216.082      4.082 
357
      297    215.01     214.85      -0.16  
358
      298    214.9      218.726      3.826 
359
      299    215        218.985      3.985 
360
      300    215        218.352      3.352 
361
      301    213.5      218.911      5.411 
362
      302    214.5      216.756      2.256 
363
      303    214.5      217.467      2.967 
364
      304    216        218.588      2.588 
365
      305    213        220.103      7.103 
366
      306    212.71     217.048      4.338 
367
      307    216        215.169     -0.831 
368
      308    213.07     219.068      5.998 
369
      309    219.98     215.878     -4.102 
370
      310    213.02     222.391      9.371 
371
      311    213.66     217.989      4.329 
372
      312    218        215.176     -2.824 
373
      313    215.12     218.938      3.818 
374
      314    216        217.692      1.692 
375
      315    213        218.024      5.024 
376
      316    213.01     214.621      1.611 
377
      317    215        214.63      -0.37  
378
      318    216.8      216.652     -0.148 
379
      319    213.16     218.507      5.347 
380
      320    215        215.272      0.272 
381
      321    215        218.385      3.385 
382
      322    215.02     217.254      2.234 
383
      323    215        217.165      2.165 
384
      324    220        216.065     -3.935 
385
      325    218.18     222.821      4.641 
386
      326    220        221.986      1.986 
387
      327    222        223.713      1.713 
388
      328    217.07     227.055      9.985 
389
      329    224.79     221.045     -3.745 
390
      330    216.11     229.446     13.336 
391
      331    216        222.11       6.11  
392
      332    220        221.791      1.791 
393
      333    220        224.992      4.992 
394
      334    224.97     225.656      0.686 
395
      335    224.97     229.238      4.268 
396
      336    220        230.323     10.323 
397
      337    222        226.9        4.9   
398
      338    216.82     228.585     11.765 
399
      339    220        222.953      2.953 
400
      340    220        225.355      5.355 
401
      341    225        224.016     -0.984 
402
      342    220.32     226.37       6.05  
403
      343    222        223.918      1.918 
404
      344    227        225.16      -1.84  
405
      345    229.9      229.852     -0.048 
406
      346    226.14     233.633      7.493 
407
      347    220        229.206      9.206 
408
      348    220        225.177      5.177 
409
      349    220        222.222      2.222 
410
      350    220        221.632      1.632 
411
      351    217.4      222.594      5.194 
412
      352    218.5      219.614      1.114 
413
      353    217        221.939      4.939 
414
      354    213.71     218.575      4.865 
415
      355    213.93     215.195      1.265 
416
      356    220        214.145     -5.855 
417
      357    216.01     220.694      4.684 
418
      358    214.1      214.258      0.158 
419
      359    206        210.095      4.095 
420
      360    209.01     199.909     -9.101 
421
      361    215.05     204.904    -10.146 
422
      362    215.32     211.499     -3.821 
423
      363    218        212.059     -5.941 
424
      364    229.9      214.738    -15.162 
425
      365    230        225.263     -4.737 
426
      366    222.7      229.028      6.328 
427
      367    230        223.681     -6.319 
428
      368    226.11     229.884      3.774 
429
      369    227.28     226.97      -0.31  
430
      370    230.1      229.342     -0.758 
431
      371    232.08     232.102      0.022 
432
      372    230        236.039      6.039 
433
      373    230        236.754      6.754 
434
      374    238        238.917      0.917 
435
      375    240        244.886      4.886 
436
      376    233.12     247.435     14.315 
437
      377    240        242.092      2.092 
438
      378    232.21     245.365     13.155 
439
      379    247.7      239.481     -8.219 
440
      380    247.75     243.88      -3.87  
441
      381    236.01     245.301      9.291 
442
      382    239        238.006     -0.994 
443
      383    236        240.837      4.837 
444
      384    240        239.537     -0.463 
445
      385    234        241.945      7.945 
446
      386    231.32     238.64       7.32  
447
      387    239.99     236.571     -3.419 
448
      388    225        240.496     15.496 
449
      389    232.56     232.968      0.408 
450
      390    234.34     235.044      0.704 
451
      391    234.34     237.116      2.776 
452
      392    239.49     235.638     -3.852 
453
      393    232.02     237.896      5.876 
454
      394    232.8      233.111      0.311 
455
      395    231.5      232.203      0.703 
456
      396    231.51     232.212      0.702 
457
      397    231.5      231.78       0.28  
458
      398    231.5      231.924      0.424 
459
      399    228        231.773      3.773 
460
      400    230        229.269     -0.731 
461
      401    230        232.978      2.978 
462
      402    238        232.139     -5.861 
463
      403    231        238.733      7.733 
464
      404    235        232.872     -2.128 
465
      405    232        234.536      2.536 
466
      406    232        232.889      0.889 
467
      407    232        232.429      0.429 
468
      408    234        232.327     -1.673 
469
      409    234.9      233.424     -1.476 
470
      410    230.05     234.736      4.686 
471
      411    231        230.851     -0.149 
472
      412    234        232.252     -1.748 
473
      413    231.9      236.186      4.286 
474
      414    230        235.049      5.049 
475
      415    230        231.755      1.755 
476
      416    245        231.789    -13.211 
477
      417    250        241.363     -8.637 
478
      418    260        247.177    -12.823 
479
      419    264.9      252.069    -12.831 
480
      420    265        255.667     -9.333 
481
      421    260.02     256.517     -3.503 
482
      422    255.76     254.72      -1.04  
483
      423    256.2      252.954     -3.246 
484
      424    256.51     254.16      -2.35  
485
      425    250        255.985      5.985 
486
      426    241.4      253.057     11.657 
487
      427    253        248.798     -4.202 
488
      428    250        256.035      6.035 
489
      429    250        256.195      6.195 
490
      430    250        256.228      6.228 
491
      431    250        255.077      5.077 
492
      432    248        253.341      5.341 
493
      433    250        248.527     -1.473 
494
      434    241        245.401      4.401 
495
      435    249.9      237.11     -12.79  
496
      436    242.5      240.632     -1.868 
497
      437    240        235.591     -4.409 
498
      438    240.1      233.727     -6.373 
499
      439    243.5      233.861     -9.639 
500
      440    240        236.134     -3.866 
501
      441    240        234.703     -5.297 
502
      442    249.79     233.556    -16.234 
503
      443    240.12     240.007     -0.113 
504
      444    242.5      235.066     -7.434 
505
      445    246.88     237.797     -9.083 
506
      446    242.11     240.161     -1.949 
507
      447    246        238.748     -7.252 
508
      448    247        240.953     -6.047 
509
      449    249        243.94      -5.06  
510
      450    246        245.255     -0.745 
511
      451    244        244.7        0.7   
512
      452    240.6      244.453      3.853 
513
      453    240        243.13       3.13  
514
      454    250        241.634     -8.366 
515
      455    250        248.066     -1.934 
516
      456    246        249.724      3.724 
517
      457    250        247.217     -2.783 
518
      458    253        249.259     -3.741 
519

520
=== Evaluation on test split ===
521

522
Time taken to test model on test split: 0.33 seconds
523

524
=== Summary ===
525

526
Correlation coefficient                  0.9826
527
Mean absolute error                      5.5166
528
Root mean squared error                  7.0497
529
Relative absolute error                  4.7284 %
530
Root relative squared error              5.7507 %
531
Total Number of Instances              458     
532

533

534