Local explanation fidelity on Diabetes n = 9
0.001RMSEmLIME
Evaluation results
| Method | Links | |
|---|---|---|
| mLIMEClassifier=Neural network, Kernel width (sigma)=0.12025.12 | 0.001 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=0.12025.12 | 0.002 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=0.32025.12 | 0.006 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=0.12025.12 | 0.009 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=0.32025.12 | 0.014 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=0.12025.12 | 0.015 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=0.12025.12 | 0.016 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=0.52025.12 | 0.017 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=0.12025.12 | 0.018 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=0.12025.12 | 0.018 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=0.32025.12 | 0.023 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=0.32025.12 | 0.026 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=0.32025.12 | 0.031 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=0.52025.12 | 0.031 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=0.52025.12 | 0.034 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=0.12025.12 | 0.036 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=0.52025.12 | 0.036 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=0.52025.12 | 0.046 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=0.32025.12 | 0.05 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=0.32025.12 | 0.053 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=1.02025.12 | 0.054 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=1.02025.12 | 0.055 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=0.32025.12 | 0.057 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=4.02025.12 | 0.06 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=1.02025.12 | 0.061 | |
| mLIMEClassifier=Random forest, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.062 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=0.52025.12 | 0.064 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=0.52025.12 | 0.068 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=1.02025.12 | 0.068 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=0.12025.12 | 0.072 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=0.52025.12 | 0.08 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=1.02025.12 | 0.088 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=4.02025.12 | 0.096 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=1.02025.12 | 0.098 | |
| LEMONClassifier=Random forest, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.1 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=1.02025.12 | 0.105 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=1.02025.12 | 0.11 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=0.52025.12 | 0.112 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=1.02025.12 | 0.12 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.139 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=0.32025.12 | 0.141 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.145 | |
| mLIMEClassifier=Neural network, Kernel width (sigma)=4.02025.12 | 0.185 | |
| LEMONClassifier=Neural network, Kernel width (sigma)=4.02025.12 | 0.192 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.212 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.242 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.247 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.257 | |
| mLIMEClassifier=Naive Bayes, Kernel width (sigma)=4.02025.12 | 0.261 | |
| LEMONClassifier=Naive Bayes, Kernel width (sigma)=4.02025.12 | 0.348 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=3/4 * sqrt(n)2025.12 | 0.387 | |
| LIMEClassifier=Random forest, Kernel width (sigma)=4.02025.12 | 0.419 | |
| LIMEClassifier=Neural network, Kernel width (sigma)=4.02025.12 | 0.465 | |
| LIMEClassifier=Naive Bayes, Kernel width (sigma)=4.02025.12 | 0.687 |