Attack Detection

Btech thesis report on adversarial attack detection and purification of adverserially attacked images

Authors: Dvij Kalaria | Published: 2022-05-09
Attack Detection
Adversarial Example
Adaptive Adversarial Training

On Generalisability of Machine Learning-based Network Intrusion Detection Systems

Authors: Siamak Layeghy, Marius Portmann | Published: 2022-05-09
Performance Evaluation
Intrusion Detection System
Attack Detection

Resilient Cooperative Adaptive Cruise Control for Autonomous Vehicles Using Machine Learning

Authors: Srivalli Boddupalli, Akash Someshwar Rao, Sandip Ray | Published: 2021-03-18
Attack Detection
Adversarial Attack Methods
Role of Machine Learning

TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack

Authors: Yam Sharon, David Berend, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2021-03-10
Attack Detection
Adversarial attack
Threat Model

Utilising Flow Aggregation to Classify Benign Imitating Attacks

Authors: Hanan Hindy, Robert Atkinson, Christos Tachtatzis, Ethan Bayne, Miroslav Bures, Xavier Bellekens | Published: 2021-03-06
Flow Aggregation Method
Attack Detection
evaluation metrics

Machine Learning for Detecting Data Exfiltration: A Review

Authors: Bushra Sabir, Faheem Ullah, M. Ali Babar, Raj Gaire | Published: 2020-12-17 | Updated: 2021-03-21
Dataset evaluation
Attack Detection
Role of Machine Learning

An Assessment of the Usability of Machine Learning Based Tools for the Security Operations Center

Authors: Sean Oesch, Robert Bridges, Jared Smith, Justin Beaver, John Goodall, Kelly Huffer, Craig Miles, Dan Scofield | Published: 2020-12-16
User Behavior Analysis
Attack Detection
Role of Machine Learning

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

Generalized Insider Attack Detection Implementation using NetFlow Data

Authors: Yash Samtani, Jesse Elwell | Published: 2020-10-27
Data Flow Analysis
Attack Detection
Machine Learning Method

Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection

Authors: MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif, Abdallah Shami | Published: 2020-08-09
Performance Evaluation Metrics
Attack Detection
Machine Learning Application