DDoS Attack

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS Attack
Data Preprocessing
Machine Learning Method

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

Authors: Arvin Hekmati, Eugenio Grippo, Bhaskar Krishnamachari | Published: 2021-10-05
DDoS Attack
Data Generation
Data-Driven Clustering

Optimized Random Forest Model for Botnet Detection Based on DNS Queries

Authors: Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami | Published: 2020-12-16
DDoS Attack
Machine Learning Application
Defense Method

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 Attack
Online Learning
Attack Detection

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 Attack
ML-Based IDS
Feature Extraction Method

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 Attack
Data Generation
Anomaly Detection Method

Timely Detection and Mitigation of Stealthy DDoS Attacks via IoT Networks

Authors: Keval Doshi, Yasin Yilmaz, Suleyman Uludag | Published: 2020-06-15
DDoS Attack
IoT Security
Intrusion Detection System

SynGAN: Towards Generating Synthetic Network Attacks using GANs

Authors: Jeremy Charlier, Aman Singh, Gaston Ormazabal, Radu State, Henning Schulzrinne | Published: 2019-08-26
DDoS Attack
Cybersecurity
Framework

Online Multivariate Anomaly Detection and Localization for High-dimensional Settings

Authors: Mahsa Mozaffari, Yasin Yilmaz | Published: 2019-05-17 | Updated: 2020-07-14
DDoS Attack
Performance Evaluation Method
High-Dimensional Data Analysis

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 Attack
Attack Scenario Analysis
Machine Learning Method