DDoS攻撃

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS攻撃
データ前処理
機械学習手法

Dataset: Large-scale Urban IoT Activity Data for DDoS Attack Emulation

Authors: Arvin Hekmati, Eugenio Grippo, Bhaskar Krishnamachari | Published: 2021-10-05
DDoS攻撃
データ生成
データ駆動型クラスタリング

Optimized Random Forest Model for Botnet Detection Based on DNS Queries

Authors: Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami | Published: 2020-12-16
DDoS攻撃
機械学習の応用
防御手法

Filtering DDoS Attacks from Unlabeled Network Traffic Data Using Online Deep Learning

Authors: Wesley Joon-Wie Tann, Jackie Tan Jin Wei, Joanna Purba, Ee-Chien Chang | Published: 2020-12-12
DDoS攻撃
オンライン学習
攻撃検出

Towards a Universal Features Set for IoT Botnet Attacks Detection

Authors: Faisal Hussain, Syed Ghazanfar Abbas, Ubaid U. Fayyaz, Ghalib A. Shah, Abdullah Toqeer, Ahmad Ali | Published: 2020-12-01
DDoS攻撃
MLベースのIDS
特徴抽出手法

Real-Time Anomaly Detection in Edge Streams

Authors: Siddharth Bhatia, Rui Liu, Bryan Hooi, Minji Yoon, Kijung Shin, Christos Faloutsos | Published: 2020-09-17 | Updated: 2022-04-25
DDoS攻撃
データ生成
異常検出手法

Timely Detection and Mitigation of Stealthy DDoS Attacks via IoT Networks

Authors: Keval Doshi, Yasin Yilmaz, Suleyman Uludag | Published: 2020-06-15
DDoS攻撃
IoTセキュリティ
侵入検知システム

SynGAN: Towards Generating Synthetic Network Attacks using GANs

Authors: Jeremy Charlier, Aman Singh, Gaston Ormazabal, Radu State, Henning Schulzrinne | Published: 2019-08-26
DDoS攻撃
サイバーセキュリティ
フレームワーク

Online Multivariate Anomaly Detection and Localization for High-dimensional Settings

Authors: Mahsa Mozaffari, Yasin Yilmaz | Published: 2019-05-17 | Updated: 2020-07-14
DDoS攻撃
性能評価手法
高次元データ分析

Bidirectional RNN-based Few-shot Training for Detecting Multi-stage Attack

Authors: Di Zhao, Jiqiang Liu, Jialin Wang, Wenjia Niu, Endong Tong, Tong Chen, Gang Li | Published: 2019-05-09
DDoS攻撃
攻撃シナリオ分析
機械学習手法