Machine Learning For Traffic Analysis

Machine Learning for Traffic Analysis is a computational methodology that employs machine learning algorithms to automatically detect, classify, and predict network traffic patterns by learning from empirical traffic data, thereby enabling intelligent inference and decision-making in network monitoring, anomaly detection, and performance optimization.

1.9K

Publications

106.4K

Citations

5.8K

Authors

1.6K

Institutions

Publications per year

2017–2026

1.3K

Parents

Network Traffic Analysis

Publications

1.9K

Traffic Flow Prediction With Big Data: A Deep Learning Approach

Yisheng Lv, Yanjie Duan, Wenwen Kang et al. · IEEE Transactions on Intelligent Transportation Systems · 2014 · 3K citations

Computing, Computer Science, Data Science +17

Outside the Closed World: On Using Machine Learning for Network Intrusion Detection

Robin Sommer, Vern Paxson · 2010 · 1.9K citations

Computing, Computer Science, Cybersecurity +14

A survey of techniques for internet traffic classification using machine learning

Thuy Nguyen Thi Thu, Grenville Armitage · IEEE Communications Surveys & Tutorials · 2008 · 1.6K citations · Full text

Computing, Computer Engineering, Computer Science +13

Internet traffic classification using bayesian analysis techniques

Andrew W. Moore · 2005 · 1.2K citations

Computing, Computer Engineering, Computer Science +14

Characterization of Encrypted and VPN Traffic using Time-related Features

Gerard Draper-Gil, Arash Habibi Lashkari, Mohammad Saiful Islam Mamun et al. · 2016 · 1.1K citations · Full text

Computing, Computer Science, Cybersecurity +17

1–5 of 1.9K

Authors

5.8K

AP
Antonio Pescapè
University of Naples Federico II, Italy
20 publications · 1.5K citations
17
h-index
GA
Giuseppe Aceto
University of Naples Federico II, Italy
16 publications · 1.3K citations
15
h-index
DC
Domenico Ciuonzo
University of Naples Federico II, Italy
15 publications · 1.3K citations
14
h-index
AN
A. Nur Zincir‐Heywood
Dalhousie University, Canada
15 publications · 624 citations
14
h-index
AM
Antonio Montieri
University of Naples Federico II, Italy
13 publications · 1.2K citations
13
h-index

1–5 of 5.8K

Institutions

1.6K

1–8 of 1.6K

Venues

IEEE Access
84 publications · 4.5K citations
42
h-index
IEEE Transactions on Intelligent Transportation Systems
46 publications · 6.6K citations
32
h-index
IEEE Transactions on Network and Service Management
TNSM · 33 publications · 2K citations
26
h-index
Transportation Research Part C Emerging Technologies
23 publications · 3.1K citations
23
h-index
Sensors
38 publications · 1.4K citations
22
h-index

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