# DeepRan: Attention-based BiLSTM and CRF for Ransomware Early Detection and Classification

> Research article (Information Systems Frontiers, 2020) · cited 82× · AI/ML

**Wikidata**: [openalex:W3034402928](https://www.wikidata.org/wiki/openalex:W3034402928)  
**Source**: https://4ort.xyz/entity/deepran-attention-based-bilstm-and-crf-for-ransomware-early-detection-and-classification