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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 616 111

  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 397 98

  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 201 45

  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 130 36

  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 57 17

  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 49 14

Repositories

Showing 10 of 30 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 8 MIT 4 0 0 Updated Sep 20, 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 24 MIT 8 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
    0 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 1 MIT 1 0 0 Updated May 19, 2024
  • 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 Measurement, Aug. 2022. Techniques used: Wavelet Packet Transform (WPT) & Fast Fourier Transform (FFT). Application: vibration-based fault diagnosis.

    Western-OC2-Lab/Vibration-Based-Fault-Diagnosis-with-Low-Delay’s past year of commit activity
    Jupyter Notebook 57 MIT 17 1 0 Updated May 16, 2024
  • 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

    Western-OC2-Lab/AutoML-Implementation-for-Static-and-Dynamic-Data-Analytics’s past year of commit activity
    Jupyter Notebook 616 MIT 111 0 0 Updated May 14, 2024

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