arrow
返回

Machine Learning With Computer Networks: Techniques, Datasets, and Models

delete2024-01-01
delete3
delete
OA
AI
H
Haitham Afifi
S
Sabrina Pochaba
A
Andreas Boltres
D
Dominic Laniewski
J
Janek Haberer
L
Leonard Paeleke
R
Reza Poorzare
D
Daniel Stolpmann
N
Nikolas Wehner
A
Adrian Redder
S
Samikwa, Eric
M
Michael Seufert *
DOI:10.1109/ACCESS.2024.3384460delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Machine learning has found many applications in network contexts. These include solving optimisation problems and managing network operations. Conversely, networks are essential for facilitating machine learning training and inference, whether performed centrally or in a distributed fashion. To conduct rigorous research in this area, researchers must have a comprehensive understanding of fundamental techniques, specific frameworks, and access to relevant datasets. Additionally, access to training data can serve as a benchmark or a springboard for further investigation. All these techniques are summarized in this article; serving as a primer paper and hopefully providing an efficient start for anybody doing research regarding machine learning for networks or using networks for machine learning.
Keyword:
Computer networking
datasets
machine learning
metrics
tools

期刊

IEEE Access 封面图
IEEE Access
IF:
3.6
论文数:
9.8W
被引数:
29.4W

机构

U
University of Augsburg
学者数:
3.6K
论文数: 3.0K
被引数: 5.2K
U
university of kiel
学者数:
2.3W
论文数: 1.8W
被引数: 15
K
karlsruhe institute of technology
学者数:
2.0W
论文数: 1.5W
被引数: 23
H
Hamburg University of Technology
学者数:
2.9K
论文数: 2.6K
被引数: 4.4K
U
University of Potsdam
学者数:
7.8K
论文数: 7.1K
被引数: 1.4W
H
Helmholtz Association
学者数:
13.2W
论文数: 10.7W
被引数: 145
A
accenture
学者数:
142
论文数: 122
被引数: 0
U
University of Paderborn
学者数:
2.9K
论文数: 2.7K
被引数: 2
U
University of Wurzburg
学者数:
2.5W
论文数: 2.0W
被引数: 2.5W
U
University of Bern
学者数:
4.0W
论文数: 3.1W
被引数: 4.8W
U
University Osnabruck
学者数:
3.0K
论文数: 2.6K
被引数: 15
学者 查看更多机构
引用论文

引用论文

err分享
err收藏
Boron—nitrogen compounds
err1978-06-01
err0
PREAI
errD.P. Emerick; B.R. Gragg; K. Niedenzu
err分享
err收藏
Das nephrotische Syndrom
err1998-12-08
err0
PREAI
errS. R. Orth; E. Ritz
err分享
err收藏
Associations of coffee consumption with markers of liver injury in the insulin resistance atherosclerosis study
err2015-07-28
err0
errOAAI
errJ. C. Dickson; A. D. Liese; C. Lorenzo; S. M. Haffner; S. M. Watkins; S. J. Hamren; J. K. Stiles; L. E. Wagenknecht; A. J. Hanley
err分享
err收藏
High-pressure transport coefficients of the heavy-fermion superconductor CeCu2Si2
err1985-02-01
err0
PREAI
errD. Jaccard; J.M. Mignot; B. Bellarbi; A. Benoit; H.F. Braun; J. Sierro
err分享
err收藏
学者 查看更多内容