Western OC2 Lab
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AutoML-Implementation-for-Static-and-Dynamic-Data-Analytics
AutoML-Implementation-for-Static-and-Dynamic-Data-Analytics PublicImplementation/Tutorial of using Automated Machine Learning (AutoML) methods for static/batch and online/continual learning
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Intrusion-Detection-System-Using-Machine-Learning
Intrusion-Detection-System-Using-Machine-Learning PublicCode for IDS-ML: intrusion detection system development using machine learning algorithms (Decision tree, random forest, extra trees, XGBoost, stacking, k-means, Bayesian optimization..)
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PWPAE-Concept-Drift-Detection-and-Adaptation
PWPAE-Concept-Drift-Detection-and-Adaptation PublicData stream analytics: Implement online learning methods to address concept drift and model drift in data streams using the River library. Code for the paper entitled "PWPAE: An Ensemble Framework …
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Intrusion-Detection-System-Using-CNN-and-Transfer-Learning
Intrusion-Detection-System-Using-CNN-and-Transfer-Learning PublicCode for intrusion detection system (IDS) development using CNN models and transfer learning
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Vibration-Based-Fault-Diagnosis-with-Low-Delay
Vibration-Based-Fault-Diagnosis-with-Low-Delay PublicPython codes “Jupyter notebooks” for the paper entitled "A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System Delay, IEEE Trans. on Instrumentation and M…
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OASW-Concept-Drift-Detection-and-Adaptation
OASW-Concept-Drift-Detection-and-Adaptation PublicAn online learning method used to address concept drift and model drift. Code for the paper entitled "A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams" published …
Repositories
- AutonomousCyber-AutoML-based-Autonomous-Intrusion-Detection-System Public
This repository includes code for the paper "Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection" accepted in AutonomousCyber, ACM CCS, 2024.
Western-OC2-Lab/AutonomousCyber-AutoML-based-Autonomous-Intrusion-Detection-System’s past year of commit activity - EVCI-Pruning Public
With the increasing demand for real-time processing on IoT devices, optimizing machine learning models' size, latency, and efficiency is crucial. This repository implements pruning techniques aimed at improving computational efficiency in resource-constrained environments, specifically targeting Electric Vehicle Charging Infrastructure (EVCI).
Western-OC2-Lab/EVCI-Pruning’s past year of commit activity - Signal-Processing-for-Machine-Learning Public
This repository serves as a platform for posting a diverse collection of Python codes for signal processing, facilitating various operations within a typical signal processing pipeline (pre-processing, processing, and application).
Western-OC2-Lab/Signal-Processing-for-Machine-Learning’s past year of commit activity - AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security Public
This repository includes code for the AutoML-based IDS and adversarial attack defense case studies presented in the paper "Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis" published in IEEE Transactions on Network and Service Management.
Western-OC2-Lab/AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security’s past year of commit activity - Cross-Layer-Autonomous-Cybersecurity-Framework Public
This repository includes code for the paper "Towards Zero Touch Networks: Cross-Layer Automated Security Solutions for 6G Wireless Networks" submitted to IEEE TCOM, focusing on autonomous cybersecurity (physical-layer authentication and cross-layer intrusion detection) using AutoML techniques.
Western-OC2-Lab/Cross-Layer-Autonomous-Cybersecurity-Framework’s past year of commit activity