=== Run information ===
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
Relation: zse_export_VART-R-1-features
Instances: 1507
Attributes: 7
rsi
mfi
ema
so
macd
sl
cl_p
Test mode: split 70.0% train, remainder test
=== Classifier model (full training set) ===
Linear Node 0
Inputs Weights
Threshold 1.1241315561226457
Node 1 -0.8391464792980543
Node 2 -0.5315649587180877
Node 3 -1.388493209065286
Sigmoid Node 1
Inputs Weights
Threshold -2.7644179202427286
Attrib rsi 0.6854609026458699
Attrib mfi -0.04262877582036368
Attrib ema -3.091041655891201
Attrib so 0.10689917098369375
Attrib macd 0.8781322206472201
Attrib sl -0.14463421517694872
Sigmoid Node 2
Inputs Weights
Threshold -1.7709138373458446
Attrib rsi -1.1171881678783482
Attrib mfi 0.08946466319481139
Attrib ema -1.7462738444585628
Attrib so -0.2283839054338325
Attrib macd -1.6952714039255492
Attrib sl 0.9244018831877132
Sigmoid Node 3
Inputs Weights
Threshold 1.1887347373397539
Attrib rsi -1.5530491412421565
Attrib mfi -0.10254965692463569
Attrib ema -3.013104720725472
Attrib so 0.05759035474530167
Attrib macd 0.17166142843712473
Attrib sl 0.6303841862263313
Class
Input
Node 0
Time taken to build model: 26 seconds
=== Predictions on test split ===
inst# actual predicted error
1 23.71 22.966 -0.744
2 24 22.576 -1.424
3 25 22.575 -2.425
4 24.13 23.041 -1.089
5 23.72 21.723 -1.997
6 24.83 21.516 -3.314
7 23.6 23.076 -0.524
8 23.6 21.838 -1.762
9 24 21.748 -2.252
10 23.81 22.197 -1.613
11 24.95 21.548 -3.402
12 24.07 23.092 -0.978
13 24.2 22.175 -2.025
14 24.86 22.037 -2.823
15 27 23.075 -3.925
16 25.95 25.018 -0.932
17 26 24.061 -1.939
18 25 24.014 -0.986
19 25.06 23.017 -2.043
20 25.07 23.195 -1.875
21 25 23.247 -1.753
22 24.63 23.327 -1.303
23 25.69 23.106 -2.584
24 24.23 24.213 -0.017
25 24.17 22.779 -1.391
26 24.7 22.614 -2.086
27 24.33 23.159 -1.171
28 23.65 22.765 -0.885
29 23.47 21.888 -1.582
30 22.72 21.331 -1.389
31 22.9 20.614 -2.286
32 24.35 20.554 -3.796
33 24 22.261 -1.739
34 24.39 22.157 -2.233
35 23.85 22.374 -1.476
36 23.05 21.687 -1.363
37 23 20.749 -2.251
38 22.75 20.619 -2.131
39 22.25 20.272 -1.978
40 23.3 20.004 -3.296
41 23 21.33 -1.67
42 22.7 20.902 -1.798
43 22 20.749 -1.251
44 22 20.244 -1.756
45 21.71 20.342 -1.368
46 21.5 20.157 -1.343
47 21.01 19.665 -1.345
48 21.78 19.058 -2.722
49 21 19.918 -1.082
50 22.98 19.076 -3.904
51 21.89 21.392 -0.498
52 21.33 20.175 -1.155
53 21.18 19.582 -1.598
54 21.1 19.387 -1.713
55 20.19 19.028 -1.162
56 21.75 18.359 -3.391
57 20.85 20.086 -0.764
58 21.85 19.188 -2.662
59 22.2 20.392 -1.808
60 20.67 20.613 -0.057
61 20.51 19.151 -1.359
62 20.7 19.443 -1.257
63 20 19.578 -0.422
64 19.37 19.021 -0.349
65 19.37 18.239 -1.131
66 19.99 18.041 -1.949
67 20.2 18.592 -1.608
68 21 18.809 -2.191
69 21.4 19.578 -1.822
70 20.01 20.101 0.091
71 19.82 18.648 -1.172
72 19.99 18.418 -1.572
73 19.5 18.353 -1.147
74 19.13 17.622 -1.508
75 19.15 17.318 -1.832
76 18.8 17.541 -1.259
77 19.74 16.817 -2.923
78 18.94 18.252 -0.688
79 19 17.405 -1.595
80 19 17.636 -1.364
81 18.95 17.514 -1.436
82 19 17.286 -1.714
83 18.77 17.092 -1.678
84 18.57 16.454 -2.116
85 18.5 16.175 -2.325
86 17.78 15.989 -1.791
87 18.01 15.647 -2.363
88 18 16.076 -1.924
89 17.51 16.172 -1.338
90 17.73 15.267 -2.463
91 17.5 15.632 -1.868
92 17.56 14.961 -2.599
93 18 14.987 -3.013
94 18.65 15.447 -3.203
95 19.7 16.699 -3.001
96 19.4 17.793 -1.607
97 19 17.235 -1.765
98 18.2 16.664 -1.536
99 18.2 15.708 -2.492
100 18.15 15.683 -2.467
101 18.32 15.668 -2.652
102 19.62 16.03 -3.59
103 19.01 18.048 -0.962
104 18.88 17.331 -1.549
105 19.6 17.174 -2.426
106 18.45 18.482 0.032
107 18.4 17.043 -1.357
108 17.75 16.962 -0.788
109 17.99 16.002 -1.988
110 17.61 16.07 -1.54
111 17.8 15.64 -2.16
112 19 15.918 -3.082
113 19.45 18.023 -1.427
114 18.9 18.873 -0.027
115 18.31 18.03 -0.28
116 17.92 17.073 -0.847
117 17.93 16.231 -1.699
118 17.89 16.162 -1.728
119 17 16.273 -0.727
120 17.01 14.667 -2.343
121 16.5 14.818 -1.682
122 15.99 14.735 -1.255
123 15.99 14.234 -1.756
124 17.42 14.188 -3.232
125 17.36 16.157 -1.203
126 17.48 16.144 -1.336
127 17.04 16.081 -0.959
128 17.08 15.189 -1.891
129 17.09 15.2 -1.89
130 16.8 15.282 -1.518
131 16.7 14.936 -1.764
132 16.57 14.864 -1.706
133 16.07 14.559 -1.511
134 16.7 13.902 -2.798
135 16.75 15.118 -1.632
136 16.26 15.328 -0.932
137 16.01 14.602 -1.408
138 16.5 14.302 -2.198
139 16.21 15.188 -1.022
140 15.13 14.515 -0.615
141 16.5 13.479 -3.021
142 16.93 15.539 -1.391
143 15.86 16.042 0.182
144 16.1 14.529 -1.571
145 15.89 14.909 -0.981
146 15.41 14.528 -0.882
147 16 13.872 -2.128
148 16 14.9 -1.1
149 16.9 14.762 -2.138
150 15.78 16.214 0.434
151 15.81 14.438 -1.372
152 15.6 14.493 -1.107
153 15.8 14.088 -1.712
154 16.5 14.486 -2.014
155 16.71 15.782 -0.928
156 16.3 16.033 -0.267
157 16.75 15.148 -1.602
158 16.01 16.153 0.143
159 15.8 14.786 -1.014
160 16.66 14.434 -2.226
161 16 16.259 0.259
162 16 14.958 -1.042
163 16.5 14.92 -1.58
164 17.04 15.775 -1.265
165 17.79 16.272 -1.518
166 18.94 17.52 -1.42
167 19.25 18.521 -0.729
168 18.02 18.701 0.681
169 17.82 16.859 -0.961
170 18.02 16.56 -1.46
171 18.5 16.946 -1.554
172 18.17 17.492 -0.678
173 19.09 17.205 -1.885
174 19.19 18.462 -0.728
175 19.35 18.753 -0.597
176 19.03 19.263 0.233
177 19.01 19.012 0.002
178 18.62 19.174 0.554
179 17.24 18.533 1.293
180 18.29 16.568 -1.722
181 18.63 17.642 -0.988
182 17.6 17.871 0.271
183 18.8 16.883 -1.917
184 18.8 18.482 -0.318
185 18.45 18.428 -0.022
186 18 17.991 -0.009
187 18.9 17.383 -1.517
188 17.65 18.369 0.719
189 18.48 16.62 -1.86
190 17.71 17.399 -0.311
191 17.53 16.41 -1.12
192 17.52 16.087 -1.433
193 18 16.157 -1.843
194 18.28 17.139 -1.141
195 18 17.486 -0.514
196 17.65 16.805 -0.845
197 17 16.289 -0.711
198 17.77 15.537 -2.233
199 16.5 17.015 0.515
200 16.5 15.406 -1.094
201 17.45 15.423 -2.027
202 16.52 16.562 0.042
203 16.62 15.432 -1.188
204 16.68 15.405 -1.275
205 16.68 15.515 -1.165
206 17.32 15.426 -1.894
207 16.76 16.472 -0.288
208 16.78 15.445 -1.335
209 17.45 15.281 -2.169
210 17 16.493 -0.507
211 16.8 15.672 -1.128
212 17.8 15.318 -2.482
213 17.98 17.09 -0.89
214 17.93 17.308 -0.622
215 17.4 17.135 -0.265
216 17.99 15.979 -2.011
217 17.5 17.317 -0.183
218 17.02 16.457 -0.563
219 18.2 15.324 -2.876
220 16.9 17.649 0.749
221 16.32 15.175 -1.145
222 16.2 14.587 -1.613
223 16.29 14.507 -1.783
224 16.25 14.68 -1.57
225 16.2 14.6 -1.6
226 16.2 14.464 -1.736
227 16.04 14.182 -1.858
228 15.51 13.921 -1.589
229 15.5 13.416 -2.084
230 15.23 13.213 -2.017
231 15.53 12.766 -2.764
232 15.74 13.146 -2.594
233 16.55 13.444 -3.106
234 15.88 14.372 -1.508
235 16 13.404 -2.596
236 15.6 14.017 -1.583
237 16.11 13.406 -2.704
238 16.3 14.448 -1.852
239 16.01 14.931 -1.079
240 15.84 14.369 -1.471
241 15.53 14.107 -1.423
242 15.8 13.558 -2.242
243 15.8 14.306 -1.494
244 15.9 14.612 -1.288
245 16 14.975 -1.025
246 15.76 15.167 -0.593
247 15.99 14.563 -1.427
248 16.1 15.022 -1.078
249 15.82 15.792 -0.028
250 16.09 14.891 -1.199
251 16.5 15.491 -1.009
252 17.04 16.486 -0.554
253 17.2 17.089 -0.111
254 17.48 17.478 -0.002
255 17.35 17.897 0.547
256 16.6 17.617 1.017
257 17 15.895 -1.105
258 17 16.667 -0.333
259 17 16.764 -0.236
260 16.51 16.853 0.343
261 16.5 15.855 -0.645
262 15.18 15.901 0.721
263 16.8 13.946 -2.854
264 15.35 16.787 1.437
265 15.45 14.761 -0.689
266 15.04 14.829 -0.211
267 15.54 14.199 -1.341
268 15.3 14.726 -0.574
269 15 14.162 -0.838
270 14.53 13.612 -0.918
271 15.13 13.165 -1.965
272 15.27 13.904 -1.366
273 14.36 13.938 -0.422
274 14.55 12.776 -1.774
275 14.55 13.015 -1.535
276 14.55 12.828 -1.722
277 15.03 12.904 -2.126
278 15.02 13.425 -1.595
279 14.55 13.56 -0.99
280 14.36 12.757 -1.603
281 14.36 12.474 -1.886
282 14.5 12.154 -2.346
283 14.4 12.385 -2.015
284 13.9 12.403 -1.497
285 13.04 11.758 -1.282
286 14.08 11.063 -3.017
287 14 12.781 -1.219
288 14.05 13.089 -0.961
289 15 13.174 -1.826
290 15 14.099 -0.901
291 14.76 13.43 -1.33
292 14.85 13.016 -1.834
293 14.85 13.049 -1.801
294 14.85 13.072 -1.778
295 14.5 13.081 -1.419
296 13.71 12.547 -1.163
297 13.78 11.48 -2.3
298 14.15 11.6 -2.55
299 13.86 12.229 -1.631
300 13.88 11.975 -1.905
301 14 11.542 -2.458
302 14.87 11.759 -3.111
303 15 12.991 -2.009
304 15 13.114 -1.886
305 14.8 13.862 -0.938
306 14.41 13.343 -1.067
307 14.25 12.477 -1.773
308 14.2 12.02 -2.18
309 14.99 11.885 -3.105
310 14.15 13.832 -0.318
311 14.96 12.272 -2.688
312 14.17 14.195 0.025
313 14.23 12.674 -1.556
314 14.86 12.937 -1.923
315 14.5 14.259 -0.241
316 15 13.512 -1.488
317 15.48 14.538 -0.942
318 15 15.498 0.498
319 16 14.581 -1.419
320 16 15.973 -0.027
321 15.5 15.907 0.407
322 15.06 15.11 0.05
323 14.92 14.457 -0.463
324 14.1 14.132 0.032
325 14.36 12.984 -1.376
326 14.49 13.354 -1.136
327 14.5 13.617 -0.883
328 15.43 13.69 -1.74
329 14.78 15.206 0.426
330 14.85 14.17 -0.68
331 15.52 14.23 -1.29
332 16.39 15.137 -1.253
333 16.01 16.429 0.419
334 15.31 15.608 0.298
335 15.3 14.301 -0.999
336 15.5 14.262 -1.238
337 14.9 14.692 -0.208
338 14.91 13.829 -1.081
339 14.9 13.95 -0.95
340 14.6 13.813 -0.787
341 14.6 13.236 -1.364
342 14.6 13.251 -1.349
343 14.35 13.134 -1.216
344 14.6 12.922 -1.678
345 15.95 13.392 -2.558
346 15.68 15.832 0.152
347 14.55 14.756 0.206
348 14.38 12.766 -1.614
349 14.57 12.28 -2.29
350 14.35 12.726 -1.624
351 14.5 12.117 -2.383
352 14 12.597 -1.403
353 14.5 11.968 -2.532
354 14.5 13.016 -1.484
355 14.5 13.089 -1.411
356 14.01 13.189 -0.821
357 14.5 12.295 -2.205
358 14.5 13.28 -1.22
359 14.6 13.268 -1.332
360 15.41 13.302 -2.108
361 14.57 14.98 0.41
362 15 13.318 -1.682
363 15 14.392 -0.608
364 15 14.368 -0.632
365 14.7 14.466 -0.234
366 14.7 13.688 -1.012
367 15 13.868 -1.132
368 14.75 14.523 -0.227
369 14.77 13.916 -0.854
370 15 13.889 -1.111
371 14.8 14.618 -0.182
372 15.04 13.642 -1.398
373 14.75 14.251 -0.499
374 14.79 13.255 -1.535
375 14.99 13.384 -1.606
376 15.1 14.092 -1.008
377 15.44 14.37 -1.07
378 15.83 15.374 -0.456
379 19.95 16.257 -3.693
380 18.5 20.485 1.985
381 17.5 17.367 -0.133
382 17.07 16.143 -0.927
383 16.86 15.763 -1.097
384 16.16 15.671 -0.489
385 16.62 15.044 -1.576
386 17.85 15.674 -2.176
387 17.08 16.99 -0.09
388 17.5 16.395 -1.105
389 17.99 16.993 -0.997
390 17.99 17.694 -0.296
391 16.99 17.949 0.959
392 16.86 16.776 -0.084
393 17.1 16.572 -0.528
394 16.52 16.379 -0.141
395 16.34 14.928 -1.412
396 17.29 14.812 -2.478
397 16.15 16.509 0.359
398 17.3 15.014 -2.286
399 17.29 16.795 -0.495
400 17.78 16.883 -0.897
401 17.3 17.467 0.167
402 17.01 16.764 -0.246
403 17.03 16.278 -0.752
404 17.3 16.119 -1.181
405 17.4 16.461 -0.939
406 17.41 16.832 -0.578
407 17.5 16.885 -0.615
408 18.33 17.029 -1.301
409 19.1 18.381 -0.719
410 18 19.261 1.261
411 19 17.521 -1.479
412 18.05 18.791 0.741
413 18.05 17.46 -0.59
414 18 17.239 -0.761
415 18.49 17.14 -1.35
416 18.2 17.943 -0.257
417 18 17.651 -0.349
418 17.95 17.372 -0.578
419 18.49 17.423 -1.067
420 17.6 18.298 0.698
421 17.11 16.969 -0.141
422 17.01 16.224 -0.786
423 17.5 15.986 -1.514
424 17.99 16.384 -1.606
425 16.7 17.187 0.487
426 16.8 15.267 -1.533
427 16 15.752 -0.248
428 15.9 14.813 -1.087
429 15.2 14.577 -0.623
430 15.42 13.945 -1.475
431 15.22 14.048 -1.172
432 15.61 13.724 -1.886
433 16.25 14.012 -2.238
434 15.93 14.61 -1.32
435 16.9 14.202 -2.698
436 16.11 15.659 -0.451
437 16.13 14.56 -1.57
438 16 14.374 -1.626
439 16.05 13.8 -2.25
440 16 14.187 -1.813
441 16.05 14.137 -1.913
442 16 14.624 -1.376
443 17.1 14.645 -2.455
444 16.07 16.74 0.67
445 16.3 14.974 -1.326
446 17.15 15.572 -1.578
447 16.99 17.01 0.02
448 16.42 16.554 0.134
449 16.41 15.368 -1.042
450 16.24 15.069 -1.171
451 16.5 14.742 -1.758
452 16.95 15.529 -1.421
=== Evaluation on test split ===
Time taken to test model on test split: 0.28 seconds
=== Summary ===
Correlation coefficient 0.9431
Mean absolute error 1.3699
Root mean squared error 1.5851
Relative absolute error 8.6223 %
Root relative squared error 9.8263 %
Total Number of Instances 452
