├── mg.mat ├── ANFIS_Reg2.m ├── ANFIS_Class2.m ├── dataset_2d.mat ├── README.md └── gasfurnace.txt /mg.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jmnto/Classification-and-Regression-with-ANFIS-Adaptive-Neuro-Fuzzy-Inference-System-/HEAD/mg.mat -------------------------------------------------------------------------------- /ANFIS_Reg2.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jmnto/Classification-and-Regression-with-ANFIS-Adaptive-Neuro-Fuzzy-Inference-System-/HEAD/ANFIS_Reg2.m -------------------------------------------------------------------------------- /ANFIS_Class2.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jmnto/Classification-and-Regression-with-ANFIS-Adaptive-Neuro-Fuzzy-Inference-System-/HEAD/ANFIS_Class2.m -------------------------------------------------------------------------------- /dataset_2d.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jmnto/Classification-and-Regression-with-ANFIS-Adaptive-Neuro-Fuzzy-Inference-System-/HEAD/dataset_2d.mat -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Classification-and-Regression-with-ANFIS-Adaptive-Neuro-Fuzzy-Inference-System- 2 | A matlab implementation of ANFIS for classification, regression and time series forecasting with instantaneous visualization of the learning evolution. 3 | -------------------------------------------------------------------------------- /gasfurnace.txt: -------------------------------------------------------------------------------- 1 | -0.109 53.8 2 | 0.000 53.6 3 | 0.178 53.5 4 | 0.339 53.5 5 | 0.373 53.4 6 | 0.441 53.1 7 | 0.461 52.7 8 | 0.348 52.4 9 | 0.127 52.2 10 | -0.180 52.0 11 | -0.588 52.0 12 | -1.055 52.4 13 | -1.421 53.0 14 | -1.520 54.0 15 | -1.302 54.9 16 | -0.814 56.0 17 | -0.475 56.8 18 | -0.193 56.8 19 | 0.088 56.4 20 | 0.435 55.7 21 | 0.771 55.0 22 | 0.866 54.3 23 | 0.875 53.2 24 | 0.891 52.3 25 | 0.987 51.6 26 | 1.263 51.2 27 | 1.775 50.8 28 | 1.976 50.5 29 | 1.934 50.0 30 | 1.866 49.2 31 | 1.832 48.4 32 | 1.767 47.9 33 | 1.608 47.6 34 | 1.265 47.5 35 | 0.790 47.5 36 | 0.360 47.6 37 | 0.115 48.1 38 | 0.088 49.0 39 | 0.331 50.0 40 | 0.645 51.1 41 | 0.960 51.8 42 | 1.409 51.9 43 | 2.670 51.7 44 | 2.834 51.2 45 | 2.812 50.0 46 | 2.483 48.3 47 | 1.929 47.0 48 | 1.485 45.8 49 | 1.214 45.6 50 | 1.239 46.0 51 | 1.608 46.9 52 | 1.905 47.8 53 | 2.023 48.2 54 | 1.815 48.3 55 | 0.535 47.9 56 | 0.122 47.2 57 | 0.009 47.2 58 | 0.164 48.1 59 | 0.671 49.4 60 | 1.019 50.6 61 | 1.146 51.5 62 | 1.155 51.6 63 | 1.112 51.2 64 | 1.121 50.5 65 | 1.223 50.1 66 | 1.257 49.8 67 | 1.157 49.6 68 | 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| -1.952 57.2 241 | -1.794 57.8 242 | -1.302 58.3 243 | -1.030 58.6 244 | -0.918 58.8 245 | -0.798 58.8 246 | -0.867 58.6 247 | -1.047 58.0 248 | -1.123 57.4 249 | -0.876 57.0 250 | -0.395 56.4 251 | 0.185 56.3 252 | 0.662 56.4 253 | 0.709 56.4 254 | 0.605 56.0 255 | 0.501 55.2 256 | 0.603 54.0 257 | 0.943 53.0 258 | 1.223 52.0 259 | 1.249 51.6 260 | 0.824 51.6 261 | 0.102 51.1 262 | 0.025 50.4 263 | 0.382 50.0 264 | 0.922 50.0 265 | 1.032 52.0 266 | 0.866 54.0 267 | 0.527 55.1 268 | 0.093 54.5 269 | -0.458 52.8 270 | -0.748 51.4 271 | -0.947 50.8 272 | -1.029 51.2 273 | -0.928 52.0 274 | -0.645 52.8 275 | -0.424 53.8 276 | -0.276 54.5 277 | -0.158 54.9 278 | -0.033 54.9 279 | 0.102 54.8 280 | 0.251 54.4 281 | 0.280 53.7 282 | 0.000 53.3 283 | -0.493 52.8 284 | -0.759 52.6 285 | -0.824 52.6 286 | -0.740 53.0 287 | -0.528 54.3 288 | -0.204 56.0 289 | 0.034 57.0 290 | 0.204 58.0 291 | 0.253 58.6 292 | 0.195 58.5 293 | 0.131 58.3 294 | 0.017 57.8 295 | -0.182 57.3 296 | -0.262 57.0 297 | 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