=== 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