FlowFrontiers/IFLforTFC

Supporting page for the manuscript titled, "Incremental Federated Learning for Traffic Flow Classification in Heterogeneous Data Scenarios."

Language: Jupyter Notebook - Size: 33.5 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 4 - Forks: 2

faucetsdn/poseidon

Poseidon is a python-based application that leverages software defined networks (SDN) to acquire and then feed network traffic to a number of machine learning techniques. The machine learning algorithms classify and predict the type of device.

Language: Python - Size: 20.2 MB - Last synced at: 1 day ago - Pushed at: 8 days ago - Stars: 432 - Forks: 127

GDBLACKING/SEU-Tools

A Network Traffic Processing and Feature Extraction Tool

Language: Python - Size: 266 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 1 - Forks: 0

mebikarbonat/SHeRAA-FL

This is a code repository for a paper with title "Mitigating Adversarial Attacks in Federated Learning Based Network Traffic Classification Applications using Secure Hierarchical Remote Attestation and Adaptive Aggregation Framework"

Language: Python - Size: 149 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

stefan-500/ml-network-traffic-classification-unsw-nb15

Network traffic classification using Machine Learning

Language: Jupyter Notebook - Size: 16.6 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

faucetsdn/NetworkML

Machine learning plugins for network traffic

Language: Python - Size: 102 MB - Last synced at: 14 days ago - Pushed at: almost 2 years ago - Stars: 126 - Forks: 40

pritom007/Network-Traffic-Classification

Language: Jupyter Notebook - Size: 13.8 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 38 - Forks: 10

zombi170/VPNdetection

Machine learning-based VPN traffic detection and classification. This project explores three different ML approaches to distinguish VPN and non-VPN traffic, achieving high accuracy. The implemented models enhance network security by providing effective VPN detection, supporting security system development, and improving i

Language: Jupyter Notebook - Size: 3.61 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

FlowFrontiers/AutoFlow

Supporting page for the manuscript titled, "AutoFlow: An Autoencoder-based Approach for IP Flow Record Compression with Minimal Impact on Traffic Classification."

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Recker-Dev/IOT-Healthcare-Network-Traffic-Attack-Predictor

A machine learning project to detect cyberattacks in IoT healthcare networks. Utilizes PCA for dimensionality reduction, data visualization for insights, and ANN for classification. Features a FastAPI backend and Streamlit UI for inference with labeled and unlabeled datasets.

Language: Python - Size: 3.06 MB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

um-csnet/vulnerable_FL_NTC

This is a code repository for a paper with title "Adversarial Attack and Defence of Federated Learning-Based Network Traffic Classification in Edge Computing Environment"

Language: Jupyter Notebook - Size: 181 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

um-csnet/edge-ntc-fl

Code Repo for Leveraging Federated Learning and XAI for Private and Lightweight Edge Training In Network Traffic Classification

Language: Jupyter Notebook - Size: 242 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

biagiom/spark-network-traffic-classifier

Network traffic classifier based on Apache Spark and MLlib

Language: Python - Size: 1.26 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 4 - Forks: 1

shikhar-srivastava/Network-Traffic-Classification

Network traffic Simulation & Classification system

Language: C - Size: 47.9 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 0

Bil369/IDS2018-DDoS-Traffic-Classify

基于IDS 2018数据集使用LightGBM和XGBoost实现DDoS流量分类 sFlow RT&Mininet流量采集与分类 杭电综合项目实践

Language: Jupyter Notebook - Size: 4 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 18 - Forks: 6

parkeraddison/flowpic-replication

Replication of the model set forth in "FlowPic: Encrypted Internet Traffic Classification is as Easy as Image Recognition" by Tal Shapira and Yuval Shavitt

Language: Jupyter Notebook - Size: 2.96 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 11 - Forks: 1

xgr19/SAM-for-Traffic-Classification

Self-attentive deep learning method for online traffic classification and its interpretability (CN21 & NetAI20)

Language: Python - Size: 29.3 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 21 - Forks: 9

qa276390/Encrypted_Traffic_Classification

using deep learning to classify the encrypted network traffic

Language: Python - Size: 19.4 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 95 - Forks: 23

skyInGitHub/Comprehensive-analysis-of-network-traffic-data

Code resource (R) for the paper: https://onlinelibrary.wiley.com/doi/abs/10.1002/cpe.4181

Language: R - Size: 11.7 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 3 - Forks: 2

dane-tool/dane

Generate network communication data for target tasks in diverse network conditions.

Language: Python - Size: 1.44 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 2