Single-variable main effect estimation on Synthetic Unif[0, 1]^p (p=4) (train)
0.006Mean Wall-Clock Time (s)ALE
Evaluation Results
| Method | Links | |
|---|---|---|
| ALEn=100, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.006 | |
| ALEn=200, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.011 | |
| PDn=100, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.012 | |
| PDn=200, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.024 | |
| ALEn=500, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.028 | |
| A2D2En=100, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.048 | |
| ALEn=1000, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.055 | |
| PDn=500, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.061 | |
| A2D2En=200, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.094 | |
| ALEn=2000, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.111 | |
| PDn=1000, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.122 | |
| A2D2En=500, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.241 | |
| PDn=2000, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.245 | |
| A2D2En=1000, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.483 | |
| A2D2En=2000, p=4, d=1, K=40, delta=one bin width, Backbone=1-NN, Hardware=Intel Xeon Platinum 83582025.10 | 0.965 |