Anomaly Detection Method

MISA: Online Defense of Trojaned Models using Misattributions

Authors: Panagiota Kiourti, Wenchao Li, Anirban Roy, Karan Sikka, Susmit Jha | Published: 2021-03-29 | Updated: 2021-09-23
Vulnerability of Adversarial Examples
Anomaly Detection Method
Threat modeling

Intrusion Detection Systems for IoT: opportunities and challenges offered by Edge Computing and Machine Learning

Authors: Pietro Spadaccino, Francesca Cuomo | Published: 2020-12-02 | Updated: 2022-04-14
Machine Learning
Anomaly Detection Method
Communication Efficiency

Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic

Authors: Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan, Teng Joon Lim | Published: 2020-10-22
Dataset evaluation
Machine Learning Application
Anomaly Detection Method

DNS Covert Channel Detection via Behavioral Analysis: a Machine Learning Approach

Authors: Salvatore Saeli, Federica Bisio, Pierangelo Lombardo, Danilo Massa | Published: 2020-10-04
DNS Covert Channel
Machine Learning Technology
Anomaly Detection 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

PicoDomain: A Compact High-Fidelity Cybersecurity Dataset

Authors: Craig Laprade, Benjamin Bowman, H. Howie Huang | Published: 2020-08-20
Data Generation
Information Leakage Analysis
Anomaly Detection Method

Detecting Abnormal Traffic in Large-Scale Networks

Authors: Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, Anca Delia Jurcut | Published: 2020-08-13
Multi-Class Classification
Machine Learning Method
Anomaly Detection Method

Bayesian Optimization with Machine Learning Algorithms Towards Anomaly Detection

Authors: MohammadNoor Injadat, Fadi Salo, Ali Bou Nassif, Aleksander Essex, Abdallah Shami | Published: 2020-08-05
Attack Detection
Machine Learning
Anomaly Detection Method

Feature Selection and Intrusion Detection in Cloud Environment based on Machine Learning Algorithms

Authors: Amir Javadpour, Sanaz Kazemi Abharian, Guojun Wang | Published: 2020-04-15
Multi-Class Classification
Machine Learning
Anomaly Detection Method

Free-riders in Federated Learning: Attacks and Defenses

Authors: Jierui Lin, Min Du, Jian Liu | Published: 2019-11-28
FR Detection Mechanism
Free-Rider Attack
Anomaly Detection Method