Towards the deployment of machine learning solutions in network traffic classification: A systematic survey

F Pacheco, E Exposito, M Gineste… - … Surveys & Tutorials, 2018 - ieeexplore.ieee.org
Traffic analysis is a compound of strategies intended to find relationships, patterns,
anomalies, and misconfigurations, among others things, in Internet traffic. In particular, traffic …

A survey on big data for network traffic monitoring and analysis

A D'Alconzo, I Drago, A Morichetta… - … on Network and …, 2019 - ieeexplore.ieee.org
Network Traffic Monitoring and Analysis (NTMA) represents a key component for network
management, especially to guarantee the correct operation of large-scale networks such as …

Cyber situation awareness via IP flow monitoring

T Jirsik, P Celeda - NOMS 2020-2020 IEEE/IFIP Network …, 2020 - ieeexplore.ieee.org
Cyber situation awareness has been recognized as a vital requirement for effective cyber
defense. Cyber situation awareness allows cybersecurity operators to identify, understand …

[PDF][PDF] Analysis of real-time data with spark streaming

NJ Venkatesan, CS Nam, E Kim… - Journal of Advances in …, 2017 - tafpublications.com
Data analysis in real-world application domains is a very challenging issue. For example,
Thousand Gigabytes of multimedia data get poured into Social media each and every …

Real-time pattern detection in IP flow data using Apache spark

M Cermak, M Laštovička, T Jirsik - 2019 IFIP/IEEE Symposium …, 2019 - ieeexplore.ieee.org
Detection of network attacks is a challenging task, especially concerning detection coverage
and timeliness. The defenders need to be able to detect advanced types of attacks and …

Network Traffic Monitoring and Analysis

TP Fowdur, L Babooram - Machine Learning For Network Traffic and …, 2024 - Springer
This chapter covers the foundations of Network Traffic Monitoring and Analysis (NTMA) by
providing a thorough review of its fundamental ideas while highlighting the crucial part it …

Cyber Situation Awareness via IP Flow Monitoring

T Jirsík - 2019 - is.muni.cz
Anotace Tato dizertační práce vylepšuje možnosti situačního povědomí v kybernetické
bezpečností výzkumem nových metod pro vnímání a porozumění počítačových sítí. V rámci …

Network Anomaly Detection Using NetFlow and Network Automation

ANS Aquino, AR Villanueva - 2023 11th International …, 2023 - ieeexplore.ieee.org
NetFlow is a Cisco proprietary protocol that can be useful other than network monitoring. It is
available as an embedded system in most Cisco routers and switches. This protocol …

Stream-Based IP Flow Analysis

M Cermak, P Celeda - 2021 IFIP/IEEE International Symposium …, 2021 - ieeexplore.ieee.org
As the complexity of Internet services, transmission speed, and data volume increases,
current IP flow monitoring and analysis approaches cease to be sufficient, especially within …

Hybrid Data Processing Approaches: Combining Batch and Real-Time Processing with Spark

V Divyeshkumar - Available at SSRN 4953336 - papers.ssrn.com
The surge in data generation presents significant challenges for organizations, which need
to efficiently stream, store, and analyze data to make profitable decisions. Given the …