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Description of the synthetic datasets used in the experiments
| Name | Attributes | Samples | Characteristics |
|---|---|---|---|
| CorrAL [24] | 99 | 32 | Corr.; F ≫ S |
| XOR-100 [24] | 99 | 50 | N.L; F ≫ S |
| Parity3+3 [23] | 12 | 64 | NL |
| Monk3 [25] | 6 | 122 | No. |
| SD1 [26] | 4020 | 75 | F ≫ S |
| SD2 [26] | 4040 | 75 | F ≫ S |
| SD3 [26] | 4060 | 75 | F ≫ S |
| Madelon [27] | 500 | 2400 | N.L; No. |
Corr. stands for correlation, N.L indicates nonlinearity, F ≫ S is used for datasets where the number of features is higher than the number of samples and No. represents noisy data
