IEEE

Anomaly Detection Model in Network Security Situational Awareness Based on Machine Learning: Limitation, Techniques, and Future Trends

Abstract: This study focuses on the anomaly detection problem in Network Security Situational Awareness (NSSA). We systematically review traditional approaches and recent advancements based on Machine ...
Hacker

An Overview of Log-Based Anomaly Detection Techniques

5.1 RQ1: How does our proposed anomaly detection model perform compared to the baselines? 5.2 RQ2: How much does the sequential and temporal information within log sequences affect anomaly detection?
GitHub

Open-Source Benchmark of Anomaly Detection (OSBAD)

Welcome to the Open-Source Benchmark of Anomaly Detection (OSBAD) repository, a unified, reproducible framework for evaluating the performance of various statistical, distance-based, and machine ...
GitHub

MHD Log Anomaly Detector

This tool analyzes MHD log files for data anomalies related to engine performance, AFR behavior, throttle behavior, and potential MHD logging bugs. The 235.19 AFR value is a known placeholder in some ...
Frontiers

Anomaly detection in medical via multimodal foundation models

Introduction: Recent advances in artificial intelligence have created opportunities for medical anomaly detection through multimodal learning frameworks. However, traditional systems struggle to ...
Scientific Research Publishing

Ahmed, S.H., Kim, D. and Park, J.-S. (2021) Machine Learning for IoT Intrusion Detection: A Comparative Study. IEEE Access, 9, 112675-112692.

ABSTRACT: The rapid proliferation of the Internet of Things (IoT) and Industrial IoT (IIoT) has revolutionized industries through enhanced connectivity and automation. However, this expansion has ...
Scientific Research Publishing

Ditzler, G., Polikar, R. and Rosen, G. (2019) Incremental Learning for Anomaly Detection in IoT. IEEE Transactions on Neural Networks and Learning Systems, 30, 834-846.

ABSTRACT: The rapid proliferation of the Internet of Things (IoT) and Industrial IoT (IIoT) has revolutionized industries through enhanced connectivity and automation. However, this expansion has ...