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@Western-OC2-Lab

Western OC2 Lab

The Optimized Computing and Communications (OC2) Laboratory within the Department of Electrical and Computer Engineering at Western University, London, Canada.

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  1. AutoML-Implementation-for-Static-and-Dynamic-Data-Analytics AutoML-Implementation-for-Static-and-Dynamic-Data-Analytics Public

    Implementation/Tutorial of using Automated Machine Learning (AutoML) methods for static/batch and online/continual learning

    Jupyter Notebook 624 111

  2. Intrusion-Detection-System-Using-Machine-Learning Intrusion-Detection-System-Using-Machine-Learning Public

    Code for IDS-ML: intrusion detection system development using machine learning algorithms (Decision tree, random forest, extra trees, XGBoost, stacking, k-means, Bayesian optimization..)

    Jupyter Notebook 434 115

  3. PWPAE-Concept-Drift-Detection-and-Adaptation PWPAE-Concept-Drift-Detection-and-Adaptation Public

    Data 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 …

    Jupyter Notebook 207 44

  4. Intrusion-Detection-System-Using-CNN-and-Transfer-Learning Intrusion-Detection-System-Using-CNN-and-Transfer-Learning Public

    Code for intrusion detection system (IDS) development using CNN models and transfer learning

    Jupyter Notebook 147 37

  5. Vibration-Based-Fault-Diagnosis-with-Low-Delay Vibration-Based-Fault-Diagnosis-with-Low-Delay Public

    Python 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…

    Jupyter Notebook 66 19

  6. OASW-Concept-Drift-Detection-and-Adaptation OASW-Concept-Drift-Detection-and-Adaptation Public

    An 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 …

    Jupyter Notebook 51 16

Repositories

Showing 10 of 31 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
    Jupyter Notebook 15 MIT 4 0 0 Updated Nov 8, 2024
  • 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
    Jupyter Notebook 0 MIT 0 0 0 Updated Nov 3, 2024
  • 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
    Jupyter Notebook 13 MIT 4 0 0 Updated Oct 16, 2024
  • 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
    Jupyter Notebook 30 MIT 9 0 0 Updated Sep 20, 2024
  • 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
    2 MIT 0 0 0 Updated Sep 8, 2024
  • FDE Public

    This repository includes the implementation to the Feature Drift Explanation method for identifying drift source in a cyber-security attack scenario.

    Western-OC2-Lab/FDE’s past year of commit activity
    Jupyter Notebook 1 1 0 0 Updated Sep 5, 2024
  • TRL-HPO Public

    This code includes the implementation of a Transformer-based Reinforcement Learning approach for Hyper-parameter Optimization

    Western-OC2-Lab/TRL-HPO’s past year of commit activity
    Python 1 1 0 0 Updated Sep 5, 2024
  • WrapperRL Public

    This code includes the implementation of WrapperRL method that progressively selects image patches of industrial data mirroring the forward feature selection process.

    Western-OC2-Lab/WrapperRL’s past year of commit activity
    Python 0 1 0 0 Updated Sep 5, 2024
  • CsFL Public
    Western-OC2-Lab/CsFL’s past year of commit activity
    0 0 0 0 Updated Aug 20, 2024
  • Western-OC2-Lab/Joint-Instantaneous-Amplitude-Frequency-Analysis-for-Vibration-Based-Condition-Monitoring’s past year of commit activity
    Jupyter Notebook 4 MIT 1 0 0 Updated May 19, 2024

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