Local explanation fidelity on Breast cancer n = 32
0.001RMSELEMON
Evaluation results
| Method | Links | |
|---|---|---|
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.001 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.001 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=4.02025.12 | 0.002 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=4.02025.12 | 0.002 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=0.12025.12 | 0.004 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=0.12025.12 | 0.006 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=0.12025.12 | 0.006 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=0.12025.12 | 0.011 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=0.12025.12 | 0.015 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=0.32025.12 | 0.015 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=0.52025.12 | 0.024 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=0.32025.12 | 0.026 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=0.32025.12 | 0.03 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=1.02025.12 | 0.036 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=0.12025.12 | 0.038 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=0.32025.12 | 0.038 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.04 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=4.02025.12 | 0.04 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=0.32025.12 | 0.052 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=0.52025.12 | 0.057 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.065 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=4.02025.12 | 0.065 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=1.02025.12 | 0.072 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=0.52025.12 | 0.077 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=0.12025.12 | 0.085 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=0.32025.12 | 0.103 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=0.52025.12 | 0.105 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=0.12025.12 | 0.115 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=0.52025.12 | 0.151 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=0.32025.12 | 0.163 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=0.52025.12 | 0.171 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=1.02025.12 | 0.179 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=0.32025.12 | 0.194 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=0.12025.12 | 0.219 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=4.02025.12 | 0.219 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=0.52025.12 | 0.224 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.228 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=1.02025.12 | 0.254 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=1.02025.12 | 0.263 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=1.02025.12 | 0.265 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=0.52025.12 | 0.271 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.287 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=4.02025.12 | 0.292 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=1.02025.12 | 0.295 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=4.02025.12 | 0.358 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.367 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=0.32025.12 | 0.418 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=1.02025.12 | 0.491 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=4.02025.12 | 0.504 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.513 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=1.02025.12 | 0.521 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=0.52025.12 | 0.524 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=4.02025.12 | 0.742 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.985 |