マルウェア検出

A Comparison of Adversarial Learning Techniques for Malware Detection

Authors: Pavla Louthánová, Matouš Kozák, Martin Jureček, Mark Stamp | Published: 2023-08-19
マルウェア検出
敵対的サンプル
敵対的攻撃

Cryptographic ransomware encryption detection: Survey

Authors: Kenan Begovic, Abdulaziz Al-Ali, Qutaibah Malluhi | Published: 2023-06-21
API監視手法
マルウェア検出
暗号学

On building machine learning pipelines for Android malware detection: a procedural survey of practices, challenges and opportunities

Authors: Masoud Mehrabi Koushki, Ibrahim AbuAlhaol, Anandharaju Durai Raju, Yang Zhou, Ronnie Salvador Giagone, Huang Shengqiang | Published: 2023-06-12
MLSecOpsの役割
サイバーセキュリティ
マルウェア検出

MalIoT: Scalable and Real-time Malware Traffic Detection for IoT Networks

Authors: Ethan Weitkamp, Yusuke Satani, Adam Omundsen, Jingwen Wang, Peilong Li | Published: 2023-04-02
LSTMモデル性能評価
マルウェア検出
機械学習手法

Automated Machine Learning for Deep Learning based Malware Detection

Authors: Austin Brown, Maanak Gupta, Mahmoud Abdelsalam | Published: 2023-03-03 | Updated: 2023-11-03
ハイパーパラメータ調整
マルウェア検出
モデル性能評価

Design of secure and robust cognitive system for malware detection

Authors: Sanket Shukla | Published: 2022-08-03
マルウェア検出
ロバスト性
敵対的サンプル

Cybersecurity: Past, Present and Future

Authors: Shahid Alam | Published: 2022-07-04 | Updated: 2024-03-03
ストレージデバイス
デジタルフォレンジック
マルウェア検出

Fusing Feature Engineering and Deep Learning: A Case Study for Malware Classification

Authors: Daniel Gibert, Carles Mateu, Jordi Planes, Quan Le | Published: 2022-06-12
マルウェア検出
敵対的サンプル
深層学習手法

Fast & Furious: Modelling Malware Detection as Evolving Data Streams

Authors: Fabrício Ceschin, Marcus Botacin, Heitor Murilo Gomes, Felipe Pinagé, Luiz S. Oliveira, André Grégio | Published: 2022-05-24 | Updated: 2022-08-16
データ収集
マルウェア検出
概念ドリフト

Intrusion Detection using Network Traffic Profiling and Machine Learning for IoT

Authors: Joseph Rose, Matthew Swann, Gueltoum Bendiab, Stavros Shiaeles, Nicholas Kolokotronis | Published: 2021-09-06
MLベースのIDS
サイバー脅威
マルウェア検出