A survey: Network feature measurement based on machine learning

M Sun, B He, R Li, J Li, X Zhang - Applied Sciences, 2023 - mdpi.com
In network management, network measuring is crucial. Accurate network measurements can
increase network utilization, network management, and the ability to find network problems …

[PDF][PDF] A survey on network measurement: Concepts, techniques, and tools

K Ervasti - University of Helsinki, 2016 - cs.helsinki.fi
Communication networks are constantly growing in both size and complexity. The traffic
demands are increasing while new network applications emerge on daily basis. Network …

A comprehensive survey on machine learning for networking: evolution, applications and research opportunities

R Boutaba, MA Salahuddin, N Limam, S Ayoubi… - Journal of Internet …, 2018 - Springer
Abstract Machine Learning (ML) has been enjoying an unprecedented surge in applications
that solve problems and enable automation in diverse domains. Primarily, this is due to the …

Design, implementation, and evaluation of learning algorithms for dynamic real‐time network monitoring

R Mijumbi, A Asthana, M Koivunen… - … Journal of Network …, 2021 - Wiley Online Library
Network monitoring is necessary so as to ensure high reliability and availability in telecom
networks. One of the main challenges posed by state‐of‐the‐art monitoring tools is the …

[图书][B] Developing networks using artificial intelligence

H Yao, C Jiang, Y Qian - 2019 - Springer
With the software-defined networking (SDN), network function virtualization (NFV), and fifth-
generation wireless systems (5G) development, the global network is undergoing profound …

Inferring link metrics from end-to-end path measurements: Identifiability and monitor placement

L Ma, T He, KK Leung, A Swami… - IEEE/ACM transactions …, 2014 - ieeexplore.ieee.org
We investigate the problem of identifying individual link metrics in a communication network
from end-to-end path measurements, under the assumption that link metrics are additive and …

Machine learning and its applicability in networking

A Jain, A Nayyar - New age analytics, 2020 - taylorfrancis.com
Machine learning (ML) plays an all-important role in applications that involve problem-
solving and enabling automation in different areas. The main reason behind this turnaround …

NetQuest: a flexible framework for large-scale network measurement

HH Song, L Qiu, Y Zhang - IEEE/ACM Transactions on …, 2008 - ieeexplore.ieee.org
In this paper, we present NetQuest, a flexible framework for large-scale network
measurement. We apply Bayesian experimental design to select active measurements that …

A Report on the 1st NMRG workshop on large scale network measurements

V Bajpai, J Schönwälder - Journal of Network and Systems Management, 2015 - Springer
Abstract The 31st Network Management Research Group (NMRG) meeting was organized
at the Swissôtel Zürich, Switzerland, on Monday October 14th, 2013, co-located with the …

Analysis and research of network measurement technologies

C Lv, B Ma, X Du, B Li, T Liang - Proceedings of 2015 …, 2015 - ieeexplore.ieee.org
In this article, the chief research and analysis of the network performance measurement and
its research trend in the world are introduced. The network measurement technologies are …