Counterfactual Explanation on Google Trends (test)
74.054Validity ScoreM1 (MLP)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| M1 (MLP)Method Class=M1, Base Model=Multi-layer Perceptron (MLP)2025.01 | 74.054 | 6.929 | 4.612 | 19.818 | 16.057 | 3.737 | |
| M3 (m=3)Method Class=M3, Evaluation Model=(2)2025.01 | 70.14 | 3.015 | 4.822 | 21.188 | 14.458 | 3.29 | |
| M3 (m=3)Method Class=M3, Evaluation Model=(3)2025.01 | 70.108 | 2.983 | — | — | — | — | |
| M1 (LR)Method Class=M1, Base Model=Linear Regression (LR)2025.01 | 69.426 | 2.301 | 5 | 22.749 | 13.885 | 3.052 | |
| M1 (LGB)Method Class=M1, Base Model=LightGBM (LGB)2025.01 | 69.372 | 2.247 | 2.723 | 10.253 | 25.476 | 6.766 | |
| M1 (RF)Method Class=M1, Base Model=Random Forest (RF)2025.01 | 69.146 | 2.021 | 2.823 | 10.475 | 24.494 | 6.601 | |
| M2 (Stack)Method Class=M2, Model Type=Stacking Ensemble2025.01 | 68.977 | 1.852 | 4.22 | 17.411 | 16.345 | 3.962 | |
| M3 (m=3)Method Class=M3, Evaluation Model=(1)2025.01 | 68.904 | 1.779 | — | — | — | — |