=== 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_MAIS-R-A-features Instances: 1526 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 -0.378975826626729 Node 1 -1.2768519542855488 Node 2 -0.6145289664067444 Node 3 1.719191079253975 Sigmoid Node 1 Inputs Weights Threshold -2.770952150942397 Attrib rsi -1.027140665686706 Attrib mfi -0.031844669464115335 Attrib ema -0.5873192532490199 Attrib so 0.18530615598710934 Attrib macd -0.3142098367675135 Attrib sl -0.6844956383059131 Sigmoid Node 2 Inputs Weights Threshold -3.081240967803118 Attrib rsi 0.6539174645244243 Attrib mfi 0.009289772382774288 Attrib ema -4.433615670144852 Attrib so -0.20199452572114382 Attrib macd -0.07349274597551021 Attrib sl 1.1893883481825935 Sigmoid Node 3 Inputs Weights Threshold -0.7351525092344824 Attrib rsi 0.6504185176692647 Attrib mfi 0.03305822352691138 Attrib ema 2.294246949354559 Attrib so -0.05338532716395472 Attrib macd 0.08395422016220103 Attrib sl -0.3674465357986784 Class Input Node 0 Time taken to build model: 25.48 seconds === Predictions on test split === inst# actual predicted error 1 160 173.062 13.062 2 159.99 169.774 9.784 3 155 170.42 15.42 4 153 165.21 12.21 5 150 161.934 11.934 6 145.81 157.393 11.583 7 145.81 152.263 6.453 8 142.25 151.604 9.354 9 140 146.357 6.357 10 144.99 141.609 -3.381 11 149 143.532 -5.468 12 142 142.815 0.815 13 140 132.411 -7.589 14 130 128.214 -1.786 15 127 121.102 -5.898 16 133 118.918 -14.082 17 140 124.179 -15.821 18 142 130.788 -11.212 19 148 133.683 -14.317 20 147.99 138.208 -9.782 21 140 139.213 -0.787 22 138 135.593 -2.407 23 150 135.617 -14.383 24 152 144.506 -7.494 25 150 149.466 -0.534 26 150 148.027 -1.973 27 150 150.957 0.957 28 150 154.892 4.892 29 145.99 159.986 13.996 30 149.99 158.817 8.827 31 150 163.505 13.505 32 150 162.008 12.008 33 144.03 160.693 16.663 34 143.07 153.801 10.731 35 141.03 151.54 10.51 36 149.9 149.555 -0.345 37 143 157.069 14.069 38 144 151.095 7.095 39 145 148.815 3.815 40 140.02 149.155 9.135 41 138 143.431 5.431 42 138.96 139.211 0.251 43 128.11 136.437 8.327 44 133 128.981 -4.019 45 138.91 130.093 -8.817 46 130.09 134.616 4.526 47 138 130.038 -7.962 48 135 135.469 0.469 49 131.7 133.043 1.343 50 131.9 130.996 -0.904 51 139.99 128.2 -11.79 52 144 132.222 -11.778 53 137.2 134.179 -3.021 54 137.4 130.003 -7.397 55 144.79 130.292 -14.498 56 137.56 136.033 -1.527 57 151 134.385 -16.615 58 163.99 143.721 -20.269 59 160 156.346 -3.654 60 156.04 156.743 0.703 61 157.99 154.43 -3.56 62 160 156.719 -3.281 63 159 161.406 2.406 64 162 163.345 1.345 65 156 167.021 11.021 66 161.9 163.85 1.95 67 160.97 167.732 6.762 68 157.1 169.117 12.017 69 151.2 167.784 16.584 70 159.99 162.683 2.693 71 151.2 167.969 16.769 72 153.1 161.897 8.797 73 161 160.369 -0.631 74 161 160.522 -0.478 75 156 162.204 6.204 76 159.99 158.54 -1.45 77 159.99 158.595 -1.395 78 161.12 157.992 -3.128 79 161.13 158.257 -2.873 80 157 159.603 2.603 81 156.5 156.329 -0.171 82 161.1 156.782 -4.318 83 160 160.642 0.642 84 163.1 162.873 -0.227 85 160.1 166.66 6.56 86 157.71 166.902 9.192 87 164 165.849 1.849 88 165 170.664 5.664 89 165 171.877 6.877 90 157.03 173.249 16.219 91 162 166.972 4.972 92 162 169.642 7.642 93 161.98 169.929 7.949 94 160 170.266 10.266 95 159 168.276 9.276 96 158.01 167.078 9.068 97 159 165.127 6.127 98 158 165.362 7.362 99 159 163.595 4.595 100 156.5 163.741 7.241 101 159 159.801 0.801 102 156.5 159.934 3.434 103 156.5 156.063 -0.437 104 156.5 152.417 -4.083 105 152.17 152.921 0.751 106 156 144.785 -11.215 107 156 149.031 -6.969 108 156 148.462 -7.538 109 156.5 149.199 -7.301 110 160 150.538 -9.462 111 155.08 155.21 0.13 112 162.97 149.672 -13.298 113 164.97 159.694 -5.276 114 160.07 162.414 2.344 115 161.04 158.244 -2.796 116 161.15 160.257 -0.893 117 162 160.332 -1.668 118 160 164.83 4.83 119 163.6 162.354 -1.246 120 163 167.988 4.988 121 165.85 167.847 1.997 122 165.85 173.76 7.91 123 165.14 174.069 8.929 124 178 175.043 -2.957 125 179 187.478 8.478 126 179 190.695 11.695 127 192 188.126 -3.874 128 192.89 196.556 3.666 129 193.89 200.249 6.359 130 189 203.153 14.153 131 184.12 197.797 13.677 132 185 192.622 7.622 133 184.5 195.179 10.679 134 184.4 195.942 11.542 135 188 197.208 9.208 136 188 201.229 13.229 137 194 202.658 8.658 138 193.7 208.406 14.706 139 193 209.3 16.3 140 191.5 207.272 15.772 141 195 205.607 10.607 142 200 205.734 5.734 143 200.05 207.463 7.413 144 210 207.479 -2.521 145 223.98 214.462 -9.518 146 243 221.842 -21.158 147 229 230.231 1.231 148 217 222.152 5.152 149 210.06 217.288 7.228 150 210.1 214.853 4.753 151 210 216.812 6.812 152 210 218.333 8.333 153 214.98 219.675 4.695 154 222 225.156 3.156 155 228.99 231.408 2.418 156 228.98 236.98 8 157 233.99 239.083 5.093 158 233 240.582 7.582 159 233.99 237.776 3.786 160 231 235.801 4.801 161 230 229.489 -0.511 162 225.12 228.592 3.472 163 231.01 226.223 -4.787 164 230 232.664 2.664 165 243.99 233.418 -10.572 166 235 242.591 7.591 167 243.99 237.81 -6.18 168 240 241.965 1.965 169 243.28 239.896 -3.384 170 245 239.753 -5.247 171 241.5 240.236 -1.264 172 245 238.21 -6.79 173 245 241.81 -3.19 174 255 242.771 -12.229 175 263.99 248.555 -15.435 176 245 252.858 7.858 177 245 244.947 -0.053 178 246.37 244.293 -2.077 179 254.99 246.6 -8.39 180 245 248.241 3.241 181 254.42 244.657 -9.763 182 245 248.016 3.016 183 253.93 244.971 -8.959 184 248 249.118 1.118 185 248.4 247.564 -0.836 186 248.02 248.702 0.682 187 248 248.232 0.232 188 247 247.101 0.101 189 247 245.287 -1.713 190 224 244.002 20.002 191 241 233.437 -7.563 192 241 242.266 1.266 193 241 242.375 1.375 194 245 241.129 -3.871 195 242 244.076 2.076 196 244 241.583 -2.417 197 241 242.892 1.892 198 253 239.657 -13.343 199 241 244.751 3.751 200 250 239.505 -10.495 201 250 242.928 -7.072 202 250 244.19 -5.81 203 250 246.286 -3.714 204 250 246.609 -3.391 205 254.5 249.17 -5.33 206 251 250.338 -0.662 207 250 247.692 -2.308 208 254.99 249.967 -5.023 209 265 252.277 -12.723 210 265 257.379 -7.621 211 260 258.006 -1.994 212 250 257.516 7.516 213 249.01 251.996 2.986 214 248.27 252.494 4.224 215 245.1 251.583 6.483 216 250.2 248.953 -1.247 217 250 251.046 1.046 218 249.99 250.522 0.532 219 245 250.014 5.014 220 245 246.509 1.509 221 244.55 246.612 2.062 222 245 244.48 -0.52 223 250 243.107 -6.893 224 244.02 244.593 0.573 225 244.02 238.379 -5.641 226 245 236.727 -8.273 227 238.12 237.91 -0.21 228 243 234.526 -8.474 229 238 239.001 1.001 230 246 237.707 -8.293 231 239.01 243.385 4.375 232 242 239.704 -2.296 233 240.05 241.796 1.746 234 249 240.646 -8.354 235 238.51 245.012 6.502 236 238.58 240.792 2.212 237 231 239.851 8.851 238 233.11 234.916 1.806 239 233.01 235.192 2.182 240 231 234.906 3.906 241 235 232.738 -2.262 242 239.97 236.226 -3.744 243 234 238.537 4.537 244 226.35 235.359 9.009 245 233 228.981 -4.019 246 228.91 233.11 4.2 247 226.25 228.731 2.481 248 226 226.568 0.568 249 225.38 223.181 -2.199 250 221 222.003 1.003 251 220.02 219.49 -0.53 252 213.62 219.032 5.412 253 210.01 214.708 4.698 254 201.08 211.022 9.942 255 202.61 203.313 0.703 256 203.01 202.891 -0.119 257 212.47 199.432 -13.038 258 210 207.596 -2.404 259 204 205.198 1.198 260 211.94 198.933 -13.007 261 214 205.421 -8.579 262 209.01 206.729 -2.281 263 219.32 202.947 -16.373 264 207.46 209.279 1.819 265 214.99 202.607 -12.383 266 215 206.992 -8.008 267 216 209.036 -6.964 268 229.89 212.716 -17.174 269 215 225.631 10.631 270 227 218.282 -8.718 271 215 225.254 10.254 272 206.31 221.656 15.346 273 217.99 218.217 0.227 274 211 224.05 13.05 275 217 221.645 4.645 276 217 221.987 4.987 277 222 223.755 1.755 278 215 224.322 9.322 279 215 223.267 8.267 280 221.55 221.951 0.401 281 215 222.335 7.335 282 220.99 218.549 -2.441 283 215 216.29 1.29 284 215 214.486 -0.514 285 214.5 213.554 -0.946 286 211.6 212.915 1.315 287 218 215.287 -2.713 288 219.99 218.246 -1.744 289 214 221.065 7.065 290 212.01 217.34 5.33 291 215 215.33 0.33 292 220 216.273 -3.727 293 215 218.505 3.505 294 219.98 216.591 -3.389 295 213.1 218.182 5.082 296 212 216.082 4.082 297 215.01 214.85 -0.16 298 214.9 218.726 3.826 299 215 218.985 3.985 300 215 218.352 3.352 301 213.5 218.911 5.411 302 214.5 216.756 2.256 303 214.5 217.467 2.967 304 216 218.588 2.588 305 213 220.103 7.103 306 212.71 217.048 4.338 307 216 215.169 -0.831 308 213.07 219.068 5.998 309 219.98 215.878 -4.102 310 213.02 222.391 9.371 311 213.66 217.989 4.329 312 218 215.176 -2.824 313 215.12 218.938 3.818 314 216 217.692 1.692 315 213 218.024 5.024 316 213.01 214.621 1.611 317 215 214.63 -0.37 318 216.8 216.652 -0.148 319 213.16 218.507 5.347 320 215 215.272 0.272 321 215 218.385 3.385 322 215.02 217.254 2.234 323 215 217.165 2.165 324 220 216.065 -3.935 325 218.18 222.821 4.641 326 220 221.986 1.986 327 222 223.713 1.713 328 217.07 227.055 9.985 329 224.79 221.045 -3.745 330 216.11 229.446 13.336 331 216 222.11 6.11 332 220 221.791 1.791 333 220 224.992 4.992 334 224.97 225.656 0.686 335 224.97 229.238 4.268 336 220 230.323 10.323 337 222 226.9 4.9 338 216.82 228.585 11.765 339 220 222.953 2.953 340 220 225.355 5.355 341 225 224.016 -0.984 342 220.32 226.37 6.05 343 222 223.918 1.918 344 227 225.16 -1.84 345 229.9 229.852 -0.048 346 226.14 233.633 7.493 347 220 229.206 9.206 348 220 225.177 5.177 349 220 222.222 2.222 350 220 221.632 1.632 351 217.4 222.594 5.194 352 218.5 219.614 1.114 353 217 221.939 4.939 354 213.71 218.575 4.865 355 213.93 215.195 1.265 356 220 214.145 -5.855 357 216.01 220.694 4.684 358 214.1 214.258 0.158 359 206 210.095 4.095 360 209.01 199.909 -9.101 361 215.05 204.904 -10.146 362 215.32 211.499 -3.821 363 218 212.059 -5.941 364 229.9 214.738 -15.162 365 230 225.263 -4.737 366 222.7 229.028 6.328 367 230 223.681 -6.319 368 226.11 229.884 3.774 369 227.28 226.97 -0.31 370 230.1 229.342 -0.758 371 232.08 232.102 0.022 372 230 236.039 6.039 373 230 236.754 6.754 374 238 238.917 0.917 375 240 244.886 4.886 376 233.12 247.435 14.315 377 240 242.092 2.092 378 232.21 245.365 13.155 379 247.7 239.481 -8.219 380 247.75 243.88 -3.87 381 236.01 245.301 9.291 382 239 238.006 -0.994 383 236 240.837 4.837 384 240 239.537 -0.463 385 234 241.945 7.945 386 231.32 238.64 7.32 387 239.99 236.571 -3.419 388 225 240.496 15.496 389 232.56 232.968 0.408 390 234.34 235.044 0.704 391 234.34 237.116 2.776 392 239.49 235.638 -3.852 393 232.02 237.896 5.876 394 232.8 233.111 0.311 395 231.5 232.203 0.703 396 231.51 232.212 0.702 397 231.5 231.78 0.28 398 231.5 231.924 0.424 399 228 231.773 3.773 400 230 229.269 -0.731 401 230 232.978 2.978 402 238 232.139 -5.861 403 231 238.733 7.733 404 235 232.872 -2.128 405 232 234.536 2.536 406 232 232.889 0.889 407 232 232.429 0.429 408 234 232.327 -1.673 409 234.9 233.424 -1.476 410 230.05 234.736 4.686 411 231 230.851 -0.149 412 234 232.252 -1.748 413 231.9 236.186 4.286 414 230 235.049 5.049 415 230 231.755 1.755 416 245 231.789 -13.211 417 250 241.363 -8.637 418 260 247.177 -12.823 419 264.9 252.069 -12.831 420 265 255.667 -9.333 421 260.02 256.517 -3.503 422 255.76 254.72 -1.04 423 256.2 252.954 -3.246 424 256.51 254.16 -2.35 425 250 255.985 5.985 426 241.4 253.057 11.657 427 253 248.798 -4.202 428 250 256.035 6.035 429 250 256.195 6.195 430 250 256.228 6.228 431 250 255.077 5.077 432 248 253.341 5.341 433 250 248.527 -1.473 434 241 245.401 4.401 435 249.9 237.11 -12.79 436 242.5 240.632 -1.868 437 240 235.591 -4.409 438 240.1 233.727 -6.373 439 243.5 233.861 -9.639 440 240 236.134 -3.866 441 240 234.703 -5.297 442 249.79 233.556 -16.234 443 240.12 240.007 -0.113 444 242.5 235.066 -7.434 445 246.88 237.797 -9.083 446 242.11 240.161 -1.949 447 246 238.748 -7.252 448 247 240.953 -6.047 449 249 243.94 -5.06 450 246 245.255 -0.745 451 244 244.7 0.7 452 240.6 244.453 3.853 453 240 243.13 3.13 454 250 241.634 -8.366 455 250 248.066 -1.934 456 246 249.724 3.724 457 250 247.217 -2.783 458 253 249.259 -3.741 === Evaluation on test split === Time taken to test model on test split: 0.33 seconds === Summary === Correlation coefficient 0.9826 Mean absolute error 5.5166 Root mean squared error 7.0497 Relative absolute error 4.7284 % Root relative squared error 5.7507 % Total Number of Instances 458