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Università degli Studi di Napoli Federico II · Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI)

Traffic Research Group Network Monitoring and Measurements

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Network Traffic Classification
Encrypted and mobile-app traffic classification MIMETIC · DISTILLER · AI-powered traffic classification Incremental and few-shot learning MEMENTO · Meta Mimetic Explainable AI for traffic analysis XAI survey (COMST) · Quantum ML Mobile and GenAI app traffic datasets MIRAGE datasets · From prompts to packets Federated Traffic Classification

Network Traffic Generation & Prediction
Generative AI for synthetic traffic Federated GenAI · Lightweight GenAI · Privacy-preserving traces Traffic prediction Multitask deep learning · Markov models Application traffic generation Virtual environments

Anomaly & Intrusion Detection
Adaptive intrusion detection for IoT and IoMT Federated NIDS · Attack-adaptive NIDS · IoMT · Few-shot NIDS Robust and explainable detection XAI-guided attacks · Cross-network transfer · MLOps · Quantum ML Network anomaly detection IoT benchmark · Data poisoning · XAI Malware and botnet traffic Android malware · IoT botnets Federated Learning NIDS

Measurement & Traffic Operations
Internet measurement and censorship Iran's 2026 shutdown Path tracing and topology Third-Party Addresses · TP-Traceroute · PYTHIA · Forwarding detours · Hynetd Generative AI for network management GenAI survey (TNSM) · Digital twins Active probing IPPO Library

Earlier research
Cloud monitoring and control Software-defined network monitoring Application traffic generation D-ITG Broadband performance BISmark · HoBBIT Traffic classification tools TIE · Plab · WWAN Network performance UANM · TimeD · Hidden routers High-performance networking Network data management Network security Bioinformatics and e-Health Other activities
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MIRAGE Project All the MIRAGE mobile-app traffic datasets GenAI Traffic Project Network Traffic of Generative AI apps
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D-ITG Home News Authors Documentation Other Traffic Generators D-ITG Publications Download FAQ ChangeLog Citings and Links Citations Research Projects Registration Web D-ITG D-ITGPro Third-party software Donations

D-ITG is open-source and completely free. For professional services please refer to NM2.

Traffic Research Group

Network Monitoring and Measurements

Università degli Studi di Napoli Federico II
Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI)

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Interested in collaborating with us or in opportunities in Traffic? Write to Antonio Pescapè.