Table 1 Dataset description.
From: Enhancing blockchain transaction classification with ensemble learning approaches
Dataset | Samples | Features | Distribution | Class Imbalance |
---|---|---|---|---|
Elliptic + + Transactional Data (D1) | 203,769 | 183 | 1 (Illicit)- 4545 2 (Licit)- 42,019 3 (Unknown)- 157,205 | Yes |
Ethereum Fraud Detection Dataset (D2) | 9841 | 51 | 0 (non-malicious)- 7661 1 (malicious)-2180 | Yes |
Proof-of-Stake Blockchain Dataset (D3) | 10,000 | 16 | 0 (non-malicious)- 5771 1 (malicious)-4229 | No |