Research Article
PiLiMoT: A Modified Combination of LoLiMoT and PLN Learning Algorithms for Local Linear Neurofuzzy Modeling
Table 1
The comparison of PiLiMoT with LoLiMoT and PLN (in same number of rules or same MSE).
| Model | No. of rules (LLM) | MSE (train) | MSE (test) |
| LoLiMoT | 9 | 0.0248 | 0.0140 | PLN | 4 | 0.0277 | 0.6612 | PLN | 5 | failed | failed | PiLiMoT | 7 | 0.0243 | 0.0145 | PiLiMoT with Merge ability | 6 | 0.0246 | 0.0145 | PiLiMoT with Merge and Split by SA | 5 | 0.0245 | 0.0144 |
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