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biuy authored Aug 20, 2024
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Expand Up @@ -12,7 +12,24 @@ We evaluate FL on two representative threat detection tasks, namely SMS spam det

The datasets in our work are all open source as described in our [Project site](https://chasesecurity.github.io/Fostering_Cyber_Threat_Detection_Through_FL/).


### SMS Spam Datasets

| Datasets | Spam | Non-Spam | Languages | Period |
|----------|------|----------|-----------|----------|
| [UCI](https://archive.ics.uci.edu/dataset/228/sms+spam+collection) | 747 | 4827 | English | 2012 |
| [ExAIS](https://github.com/AbayomiAlli/SMS-Spam-Dataset) | 2,350| 2,890 | English | 2015 |
| [SpamHunter](https://github.com/opmusic/SpamHunter) | 23,249| 0 | Multilingual| 2018-2022|
| [Twitter](https://archive.org/details/twitterarchive) | 0 | 18,629 | Multilingual| 2018-2022|
| Total | 26,346| 26,346 | Multilingual| 2012-2022|

### Android Malware Datasets

| Datasets | Malware | Benign | Period |
|----------|---------|--------|------------|
| [Drebin](https://drebin.mlsec.org/) | 4,255 | 0 | 2010-2012 |
| [CIC-AndMal2017](https://www.unb.ca/cic/datasets/andmal2017.html) | 0 | 1,645 | 2015-2017 |
| [Androzoo](https://androzoo.uni.lu/) | 0 | 2,610 | 2022 |
| Total | 4,255 | 4,255 | 2010-2022 |


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