=== Run information === Scheme: weka.classifiers.functions.MultilayerPerceptron -L 0.1 -M 0.2 -N 10000 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3 -batch-size 250 Relation: zse_export_RIVP-R-A-features Instances: 1759 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 1.1528617917570712 Node 1 -1.596751970957756 Node 2 -0.9180535316856063 Node 3 -1.2164020684269492 Sigmoid Node 1 Inputs Weights Threshold 0.9438451412491371 Attrib rsi -1.264428876331551 Attrib mfi 0.07958568733714703 Attrib ema -2.775526177628664 Attrib so -0.04738999041852582 Attrib macd 0.2092063466767818 Attrib sl -0.11230723985310133 Sigmoid Node 2 Inputs Weights Threshold -3.3954750037316686 Attrib rsi 0.26386688487421833 Attrib mfi -0.03411235230407297 Attrib ema -3.8784712286571073 Attrib so -0.0023805003732052738 Attrib macd -0.3878896937880953 Attrib sl 0.675780809566831 Sigmoid Node 3 Inputs Weights Threshold -7.2849983817797614 Attrib rsi -6.142030693422292 Attrib mfi 1.492773315776473 Attrib ema 0.8669833236140023 Attrib so 0.029259562534357506 Attrib macd 0.19587178395884186 Attrib sl -0.238532256465806 Class Input Node 0 Time taken to build model: 56.37 seconds === Predictions on test split === inst# actual predicted error 1 20.05 20.787 0.737 2 20.43 21.101 0.671 3 20.49 19.975 -0.515 4 20.1 19.802 -0.298 5 19.94 18.975 -0.965 6 19.79 19.481 -0.309 7 19.72 19.055 -0.665 8 19.72 18.712 -1.008 9 19.73 19.381 -0.349 10 19.55 19.528 -0.022 11 19.55 18.358 -1.192 12 19.53 17.728 -1.802 13 19.51 17.679 -1.831 14 19.43 17.273 -2.157 15 19.3 16.227 -3.073 16 19.19 15.024 -4.166 17 19.3 14.236 -5.064 18 19.48 16.473 -3.007 19 19.58 18.116 -1.464 20 19.5 17.932 -1.568 21 19.5 17.412 -2.088 22 19.5 16.433 -3.067 23 19.4 16.373 -3.027 24 19.26 15.112 -4.148 25 19.39 14.42 -4.97 26 19.49 16.392 -3.098 27 19.9 17.045 -2.855 28 20.36 19.155 -1.205 29 20.07 19.055 -1.015 30 19.6 20.215 0.615 31 19.6 18.499 -1.101 32 19.51 19.057 -0.453 33 19.57 18.936 -0.634 34 19.87 19.53 -0.34 35 19.61 20.13 0.52 36 19.67 19.296 -0.374 37 19.7 19.451 -0.249 38 20 19.619 -0.381 39 19.94 20.247 0.307 40 20.2 20.115 -0.085 41 20.5 19.973 -0.527 42 20.69 19.11 -1.58 43 20.42 17.823 -2.597 44 20.7 20.141 -0.559 45 20.45 20.529 0.079 46 20.4 20.082 -0.318 47 20.24 20.137 -0.103 48 20.04 19.524 -0.516 49 19.99 18.555 -1.435 50 20.12 18.449 -1.671 51 19.96 19.391 -0.569 52 20.11 18.19 -1.92 53 20 19.573 -0.427 54 19.9 19.153 -0.747 55 19.66 18.155 -1.505 56 19.7 16.651 -3.049 57 19.6 16.955 -2.645 58 19.5 16.411 -3.089 59 19.65 16.07 -3.58 60 19.5 17.495 -2.005 61 19.52 16.231 -3.289 62 19.5 16.501 -2.999 63 19.59 16.425 -3.165 64 19.3 16.86 -2.44 65 19.14 11.294 -7.846 66 18.95 10.433 -8.517 67 18.84 9.258 -9.582 68 18.83 8.649 -10.181 69 19.37 8.472 -10.898 70 19.4 15.87 -3.53 71 18.96 14.951 -4.009 72 19 11.804 -7.196 73 19.25 11.999 -7.251 74 19.11 14.883 -4.227 75 19.12 13.603 -5.517 76 19.11 13.308 -5.802 77 19.18 12.855 -6.325 78 19.4 13.87 -5.53 79 19.2 15.768 -3.432 80 19.37 13.277 -6.093 81 19.19 14.495 -4.695 82 19.15 12.375 -6.775 83 19.16 13.051 -6.109 84 19.15 14.976 -4.174 85 19.04 15.332 -3.708 86 19.5 14.397 -5.103 87 19.24 16.494 -2.746 88 19.8 17.322 -2.478 89 19.55 18.54 -1.01 90 19.1 18.128 -0.972 91 19.3 17.762 -1.538 92 19.1 17.933 -1.167 93 19.11 18.01 -1.1 94 19.1 17.505 -1.595 95 19.2 17.726 -1.474 96 19.07 17.875 -1.195 97 19.4 17.59 -1.81 98 19.3 18.381 -0.919 99 19 18.393 -0.607 100 19.05 17.67 -1.38 101 19.43 17.877 -1.553 102 19.1 18.554 -0.546 103 19.2 18.723 -0.477 104 19.55 18.204 -1.346 105 19.88 18.13 -1.75 106 20.5 18.725 -1.775 107 20.36 19.049 -1.311 108 20.34 20.055 -0.285 109 20.66 20.145 -0.515 110 20.61 19.876 -0.734 111 20.89 20.428 -0.462 112 20.5 20.241 -0.259 113 20.7 21.06 0.36 114 20.55 21.249 0.699 115 20.55 21.249 0.699 116 20.85 21.494 0.644 117 20.75 21.991 1.241 118 20.73 21.767 1.037 119 20.75 21.52 0.77 120 20.45 21.387 0.937 121 20.42 19.913 -0.507 122 20.67 21.525 0.855 123 20.31 20.804 0.494 124 20.3 21.725 1.425 125 20.21 20.723 0.513 126 20.22 20.613 0.393 127 20.18 20.326 0.146 128 20.12 20.102 -0.018 129 20.06 19.383 -0.677 130 20.1 19.145 -0.955 131 20.15 19.401 -0.749 132 20.17 19.37 -0.8 133 20.08 19.268 -0.812 134 20.27 19.098 -1.172 135 20.47 19.912 -0.558 136 20.58 19.973 -0.607 137 20.45 19.867 -0.583 138 20.44 19.411 -1.029 139 20.52 19.397 -1.123 140 20.7 19.806 -0.894 141 20.78 20.612 -0.168 142 20.8 21.256 0.456 143 20.56 20.902 0.342 144 20.73 20.842 0.112 145 20.77 21.177 0.407 146 20.68 21.286 0.606 147 20.5 21.092 0.592 148 20.53 19.666 -0.864 149 20.8 20.086 -0.714 150 20.72 20.695 -0.025 151 20.79 21.124 0.334 152 20.6 21.035 0.435 153 20.36 20.51 0.15 154 20.63 19.071 -1.559 155 20.63 20.098 -0.532 156 20.67 20.165 -0.505 157 20.96 19.842 -1.118 158 20.83 20.003 -0.827 159 21.1 19.155 -1.945 160 21.3 21.202 -0.098 161 21.77 21.52 -0.25 162 21.89 21.338 -0.552 163 23 20.735 -2.265 164 23.83 23.331 -0.499 165 23.45 27.381 3.931 166 22.55 21.334 -1.216 167 22.78 23.896 1.116 168 23.19 23.136 -0.054 169 23 22.485 -0.515 170 22.81 23.45 0.64 171 22.7 24.365 1.665 172 22.55 24.712 2.162 173 22.47 24.885 2.415 174 22.68 24.795 2.115 175 22.8 24.39 1.59 176 22.74 23.377 0.637 177 22.57 22.6 0.03 178 22.25 22.219 -0.031 179 22.35 22.879 0.529 180 22.5 21.084 -1.416 181 22.45 20.895 -1.555 182 22.39 21.955 -0.435 183 22.55 21.797 -0.753 184 22.55 21.602 -0.948 185 22.55 21.945 -0.605 186 22.55 22.152 -0.398 187 22.55 22.421 -0.129 188 22.5 22.643 0.143 189 22.53 22.727 0.197 190 22.39 23.039 0.649 191 22.3 22.686 0.386 192 21.08 21.531 0.451 193 21.75 7.733 -14.017 194 21.4 12.552 -8.848 195 21.5 11.692 -9.808 196 21.5 12.287 -9.213 197 21.49 11.77 -9.72 198 21.27 11.885 -9.385 199 21.37 10.742 -10.628 200 21.56 11.287 -10.273 201 21.5 13.346 -8.154 202 21.41 12.897 -8.513 203 21.75 12.187 -9.563 204 22 16.302 -5.698 205 22.34 18.393 -3.947 206 22.48 21.263 -1.217 207 22.2 22.151 -0.049 208 22.1 20.65 -1.45 209 21.55 19.168 -2.382 210 21.51 15.039 -6.471 211 21.42 15.807 -5.613 212 21.5 14.632 -6.868 213 21.7 15.301 -6.399 214 21.98 19.125 -2.855 215 21.67 21.784 0.114 216 21.8 18.727 -3.073 217 21.47 20.168 -1.302 218 22.02 18.2 -3.82 219 22.15 21.763 -0.387 220 22.07 21.826 -0.244 221 22.81 21.212 -1.598 222 22.93 22.012 -0.918 223 23.31 22.455 -0.855 224 23.48 22.706 -0.774 225 23.87 23.433 -0.437 226 23.1 22.768 -0.332 227 23.2 24.215 1.015 228 23.19 24.412 1.222 229 23.6 24.359 0.759 230 23.57 24.137 0.567 231 23.46 24.614 1.154 232 23.91 25.372 1.462 233 24.01 25.033 1.023 234 24.13 24.97 0.84 235 24.51 24.424 -0.086 236 24 22.611 -1.389 237 24.16 24.992 0.832 238 23.7 22.167 -1.533 239 23.96 24.096 0.136 240 24.15 22.222 -1.928 241 24.13 22.317 -1.813 242 23.75 23.221 -0.529 243 23.83 24.799 0.969 244 23.9 24.875 0.975 245 23.9 24.721 0.821 246 23.71 24.672 0.962 247 23.36 25.209 1.849 248 23.3 24.277 0.977 249 23.57 23.857 0.287 250 23.54 24.227 0.687 251 23.6 24.528 0.928 252 23.63 23.768 0.138 253 23.73 23.326 -0.404 254 23.55 23.95 0.4 255 23.38 23.13 -0.25 256 23.76 22.493 -1.267 257 23.94 22.657 -1.283 258 24 22.851 -1.149 259 23.75 24.046 0.296 260 23.84 23.4 -0.44 261 23.75 24.153 0.403 262 23.88 23.6 -0.28 263 23.64 24.115 0.475 264 23.77 22.544 -1.226 265 23.64 24.589 0.949 266 23.65 23.881 0.231 267 23.6 24.276 0.676 268 23.66 24.23 0.57 269 23.41 24.294 0.884 270 23.6 22.228 -1.372 271 23.74 24.271 0.531 272 23.62 24.916 1.296 273 23.6 24.793 1.193 274 23.65 24.499 0.849 275 23.55 23.009 -0.541 276 23.36 22.137 -1.223 277 23.5 18.976 -4.524 278 23.95 19.518 -4.432 279 24.07 23.064 -1.006 280 23.78 24.256 0.476 281 23.76 22.862 -0.898 282 23.63 22.836 -0.794 283 23.82 21.595 -2.225 284 23.66 23.415 -0.245 285 23.72 21.919 -1.801 286 23.66 22.973 -0.687 287 23.25 22.142 -1.108 288 22.86 16.981 -5.879 289 22.4 12.266 -10.134 290 22.81 9.755 -13.055 291 22.5 14.033 -8.467 292 22.6 12.554 -10.046 293 22.93 14.197 -8.733 294 22.78 19.418 -3.362 295 22.88 17.634 -5.246 296 22.98 17.935 -5.045 297 22.85 18.5 -4.35 298 22.85 17.461 -5.389 299 22.86 17.201 -5.659 300 22.92 16.532 -6.388 301 22.77 17.147 -5.623 302 22.77 15.072 -7.698 303 22.8 15.024 -7.776 304 22.82 13.13 -9.69 305 23.02 13.784 -9.236 306 22.92 15.619 -7.301 307 22.9 15.596 -7.304 308 22.93 19.14 -3.79 309 23.32 19.692 -3.628 310 23.2 23.107 -0.093 311 22.97 24.778 1.808 312 22.9 22.62 -0.28 313 22.87 22.321 -0.549 314 23 21.735 -1.265 315 22.82 23.784 0.964 316 22.9 21.431 -1.469 317 23.09 21.997 -1.093 318 23.25 24.218 0.968 319 23.3 24.562 1.262 320 23.31 24.454 1.144 321 23.35 24.691 1.341 322 23.43 24.599 1.169 323 23.41 24.684 1.274 324 23.5 24.787 1.287 325 23.88 24.144 0.264 326 24 22.328 -1.672 327 23.99 22.425 -1.565 328 23.96 21.564 -2.396 329 23.55 21.342 -2.208 330 24.03 24.259 0.229 331 24.02 24.426 0.406 332 24.4 24.71 0.31 333 24 23.515 -0.485 334 24 25.21 1.21 335 24.5 24.938 0.438 336 24.61 23.092 -1.518 337 24.86 21.362 -3.498 338 24.76 21.116 -3.644 339 24.57 21.986 -2.584 340 24.5 23.54 -0.96 341 24.59 24.335 -0.255 342 24.55 23.812 -0.738 343 24.73 24.67 -0.06 344 24.5 24.324 -0.176 345 24.48 25.353 0.873 346 24.77 25.282 0.512 347 24.51 23.09 -1.42 348 24.51 25.515 1.005 349 24.57 25.597 1.027 350 24.51 25.311 0.801 351 24.51 24.445 -0.065 352 24.5 23.898 -0.602 353 24.55 25.116 0.566 354 24.68 24.537 -0.143 355 24.53 24.393 -0.137 356 24.65 26.035 1.385 357 24.6 25.613 1.013 358 24.38 25.229 0.849 359 24.5 24.911 0.411 360 24.38 25.039 0.659 361 24.24 23.499 -0.741 362 23.9 20.847 -3.053 363 23.93 16.97 -6.96 364 24.04 18.196 -5.844 365 24.18 20.034 -4.146 366 24.17 22.708 -1.462 367 24.15 22.593 -1.557 368 24.1 22.21 -1.89 369 23.96 21.858 -2.102 370 23.91 19.779 -4.131 371 24 18.667 -5.333 372 24 20.375 -3.625 373 23.85 20.258 -3.592 374 23.78 18.346 -5.434 375 23.78 17.207 -6.573 376 23.79 16.393 -7.397 377 24.06 16.059 -8.001 378 24.01 22.965 -1.045 379 24.01 22.02 -1.99 380 24.06 22.335 -1.725 381 24.12 22.721 -1.399 382 24.06 23.363 -0.697 383 24.2 22.024 -2.176 384 24.01 23.456 -0.554 385 24.09 19.767 -4.323 386 23.95 21.557 -2.393 387 24.05 18.952 -5.098 388 23.95 20.117 -3.833 389 24 18.4 -5.6 390 24 20.135 -3.865 391 24 21.27 -2.73 392 24.02 21.775 -2.245 393 24 22.197 -1.803 394 24.3 21.866 -2.434 395 24.06 24.729 0.669 396 24.46 23.149 -1.311 397 24.11 24.918 0.808 398 23.96 23.22 -0.74 399 24.25 20.751 -3.499 400 24.58 23.216 -1.364 401 24.86 25.435 0.575 402 24.89 25.389 0.499 403 24.87 24.76 -0.11 404 24.6 25.071 0.471 405 25.01 25.554 0.544 406 24.95 25.334 0.384 407 25 26.176 1.176 408 24.87 26.014 1.144 409 24.95 26.175 1.225 410 24.9 26.336 1.436 411 24.73 26.529 1.799 412 24.75 25.601 0.851 413 24.83 26.338 1.508 414 25.03 26.319 1.289 415 25.25 24.87 -0.38 416 25.38 23.671 -1.709 417 25.48 24.239 -1.241 418 25.45 24.136 -1.314 419 26.05 24.002 -2.048 420 26.89 22.796 -4.094 421 26.85 26.252 -0.598 422 26.62 25.155 -1.465 423 26.59 22.588 -4.002 424 26.58 21.9 -4.68 425 26.66 22.251 -4.409 426 26.75 23.07 -3.68 427 26.92 24.062 -2.858 428 27 24.621 -2.379 429 26.98 24.95 -2.03 430 27.15 24.235 -2.915 431 27.16 25.193 -1.967 432 27.42 25.314 -2.106 433 28.5 26.856 -1.644 434 29.43 36.753 7.323 435 28.95 43.352 14.402 436 28.88 24.087 -4.793 437 28.88 22.739 -6.141 438 29 22.843 -6.157 439 29.14 23.712 -5.428 440 29.05 24.763 -4.287 441 28.91 22.599 -6.311 442 28.83 20.736 -8.094 443 28.91 20.415 -8.495 444 28.82 21.205 -7.615 445 28.85 21.815 -7.035 446 28.56 20.584 -7.976 447 28.99 24.832 -4.158 448 28.71 20.95 -7.76 449 28.99 18.835 -10.155 450 28.8 20.87 -7.93 451 29.15 25.579 -3.571 452 29.35 26.662 -2.688 453 29.5 25.603 -3.897 454 30.88 25.388 -5.492 455 30.32 25.682 -4.638 456 30.2 27.501 -2.699 457 30.83 27.764 -3.066 458 31 27.329 -3.671 459 31.69 27.483 -4.207 460 33.18 27.988 -5.192 461 33.5 30.186 -3.314 462 33.72 31.283 -2.437 463 34 32.599 -1.401 464 34 33.943 -0.057 465 34 34.333 0.333 466 33.81 34.396 0.586 467 33.94 30.909 -3.031 468 34.09 31.336 -2.754 469 33.93 32.133 -1.797 470 35 29.551 -5.449 471 35.75 33.889 -1.861 472 35.9 37.41 1.51 473 35.42 38.267 2.847 474 34.9 29.803 -5.097 475 35.15 30.045 -5.105 476 35.11 27.77 -7.34 477 35.08 26.204 -8.876 478 34.35 24.76 -9.59 479 33.41 30.334 -3.076 480 32.9 36.555 3.655 481 32.83 33.677 0.847 482 32.5 33.487 0.987 483 32.65 30.654 -1.996 484 32.54 31.816 -0.724 485 32.58 30.239 -2.341 486 32.38 31.381 -0.999 487 31.2 30.317 -0.883 488 31 17.59 -13.41 489 31.52 15.767 -15.753 490 31.9 22.095 -9.805 491 31.8 26.97 -4.83 492 31.5 26.191 -5.309 493 31.63 23.473 -8.157 494 32.06 23.747 -8.313 495 34 28.409 -5.591 496 34.01 34.162 0.152 497 33.4 35.663 2.263 498 33.66 36.339 2.679 499 33.8 37.24 3.44 500 34 38.169 4.169 501 34.4 38.916 4.516 502 34.45 39.56 5.11 503 34.46 41.035 6.575 504 34.6 40.815 6.215 505 34.61 40.134 5.524 506 34.94 40.874 5.934 507 34.75 40.119 5.369 508 34.42 39.904 5.484 509 34.24 40.042 5.802 510 33.73 39.238 5.508 511 34 38.216 4.216 512 34.75 38.217 3.467 513 34.5 37.473 2.973 514 34.09 37.317 3.227 515 34 37.064 3.064 516 33.97 36.757 2.787 517 34.1 36.294 2.194 518 33.61 35.691 2.081 519 33.77 35.681 1.911 520 33.81 35.628 1.818 521 33.85 35.56 1.71 522 34.25 35.804 1.554 523 33.96 36.189 2.229 524 34.18 36.226 2.046 525 34.26 36.897 2.637 526 34.7 37.202 2.502 527 34.57 37.303 2.733 528 34.86 37.62 2.76 === Evaluation on test split === Time taken to test model on test split: 0.35 seconds === Summary === Correlation coefficient 0.8292 Mean absolute error 2.6043 Root mean squared error 3.7867 Relative absolute error 2.4902 % Root relative squared error 3.6174 % Total Number of Instances 528