This is who-trusts-whom network of people who trade using Bitcoin on a platform called Bitcoin Alpha. Since Bitcoin users are anonymous, there is a need to maintain a record of users' reputation to prevent transactions with fraudulent and risky users. Members of Bitcoin Alpha rate other members in a scale of -10 (total distrust) to +10 (total trust) in steps of 1. This is the first explicit weighted signed directed network available for research.
| Dataset statistics | |
|---|---|
| Nodes | 3,783 |
| Edges | 24,186 |
| Range of edge weight | -10 to +10 |
| Percentage of positive edges | 93% |
Similar network from another Bitcoin platform, Bitcoin OTC, is available here.
@inproceedings{kumar2016edge,
title={Edge weight prediction in weighted signed networks},
author={Kumar, Srijan and Spezzano, Francesca and Subrahmanian, VS and Faloutsos, Christos},
booktitle={Data Mining (ICDM), 2016 IEEE 16th International Conference on},
pages={221--230},
year={2016},
organization={IEEE}
}
@inproceedings{kumar2018rev2,
title={Rev2: Fraudulent user prediction in rating platforms},
author={Kumar, Srijan and Hooi, Bryan and Makhija, Disha and Kumar, Mohit and Faloutsos, Christos and Subrahmanian, VS},
booktitle={Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining},
pages={333--341},
year={2018},
organization={ACM}
}
| File | Description |
|---|---|
| soc-sign-bitcoinalpha.csv.gz | Weighted Signed Directed Bitcoin Alpha web of trust network |
Each line has one rating with the following format:
where