Western OC2 Lab
Popular repositories
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Implementation/Tutorial of using Automated Machine Learning (AutoML) methods for static/batch and online data analytics
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Data stream analytics: Implement online learning methods to address concept drift in data streams using the River library. Code for the paper entitled "PWPAE: An Ensemble Framework for Concept Drif…
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Code 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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Code for intrusion detection system (IDS) development using CNN models and transfer learning
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An online learning method used to address concept drift. Code for the paper entitled "A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams" published in IEEE Internet…
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FL-IOV-ITS Public
Code for the case study presented in "Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems" accepted for publication in the IEEE Network Magazine …
Repositories
- Similarity-Based-Predictive-Maintenance-Framework-for-Rotating-Machinery Public
Python code “Jupyter notebooks” for the paper entitled " Similarity-Based Predictive Maintenance Framework for Rotating Machinery" has been presented in the Fifth International Conference on Communications, Signal Processing, and their Applications (ICCSPA’22), Cairo, Egypt, 27-29 December 2022. Techniques used: statistical analysis, FFT, and STFT.
- MSANA-Online-Data-Stream-Analytics-And-Concept-Drift-Adaptation Public
Data stream analytics: Implement online learning methods to address concept drift in dynamic data streams. Code for the paper entitled "A Multi-Stage Automated Online Network Data Stream Analytics Framework for IIoT Systems" published in IEEE Transactions on Industrial Informatics.
- 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..)
- Hyperparameter-Optimization-of-Machine-Learning-Algorithms Public
Implementation of hyperparameter optimization/tuning methods for machine learning & deep learning models (easy&clear)
- AutoML-Implementation-for-Static-and-Dynamic-Data-Analytics Public
Implementation/Tutorial of using Automated Machine Learning (AutoML) methods for static/batch and online data analytics
- PWPAE-Concept-Drift-Detection-and-Adaptation Public
Data stream analytics: Implement online learning methods to address concept drift in data streams using the River library. Code for the paper entitled "PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams" published in IEEE GlobeCom 2021.
- Intrusion-Detection-System-Using-CNN-and-Transfer-Learning Public
Code for intrusion detection system (IDS) development using CNN models and transfer learning
- OASW-Concept-Drift-Detection-and-Adaptation Public
An online learning method used to address concept drift. Code for the paper entitled "A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams" published in IEEE Internet of Things Magazine.
- 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.
- 5G-Core-Networks-Datasets Public
