Research Article

Machine Learning-Based Ransomware Classification of Bitcoin Transactions

Table 6

Accuracy comparison.

ResearchML modelAccuracy (%)

Alhawi et al. [16]Decision tree J48 classifier97.1
Yazdinejad et al. [34]Long short-term memory (LSTM)98.0
Kolesnikova et al. [35]Convolutional neural net (CNN)97.1
Our modelExtreme gradient boosting (XGBoot)99.08