iCNN-LSTM+: A Batch-Based Incremental Ransomware Detection System Using Sysmon

iCNN-LSTM+: A Batch-Based Incremental Ransomware Detection System Using Sysmon

Ransomware remains a persistent and evolving cyber threat, requiring adaptive and efficient detection mechanisms. This study presents a novel CNN-LSTM-based detection system that leverages Sysmon logs for real-time analysis on Windows endpoints. Through the integration of batch-based incremental lea...

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Bibliographic Details
Main Authors: Jamil Ispahany, Md Rafiqul Islam, M. Arif Khan, Md Zahidul Islam
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Ransomware detection
deep learning
incremental learning
Sysmon
attention mechanism
CNN-LSTM
Online Access:https://ieeexplore.ieee.org/document/11002852/
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https://ieeexplore.ieee.org/document/11002852/

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