From: Aparecium: understanding and detecting scam behaviors on Ethereum via biased random walk
Method | Precision | Recall | F1-score | |||
---|---|---|---|---|---|---|
In out degree percentage only | 0.248 | 0.820 | 0.381 | |||
Suspicious degree only | 0.608 | 0.928 | 0.114 | |||
Transaction total amount only | 0.275 | 0.748 | 0.402 | |||
Transaction frequency only | 0.143 | 0.725 | 0.239 | |||
Latest timestamp only | 0.106 | 0.769 | 0.186 | |||
Naughty attribute only | 0.168 | 0.561 | 0.258 | |||
In out degree percentage+Suspicious degree | 0.264 | 0.798 | 0.397 | |||
Transaction total amount+Transaction frequency | 0.351 | 0.851 | 0.497 | |||
Latest timestamp+Naughty attribute | 0.301 | 0.863 | 0.446 | |||
All | 0.619 | 0.876 | 0.725 |