Bitsense: Universal and nearly zero-error optimization for sketch counters with compressive sensing

R Ding, S Yang, X Chen, Q Huang - Proceedings of the ACM SIGCOMM …, 2023 - dl.acm.org
Sketch algorithms have been widely deployed for network measurement as they achieve
high accuracy with restricted resource usage. They store measurement results compactly in …

Applications of sketches in network traffic measurement: A survey

H Han, Z Yan, X Jing, W Pedrycz - Information Fusion, 2022 - Elsevier
Accurate and timely network traffic measurement is essential for network status monitoring,
network fault analysis, network intrusion detection, and network security management. With …

MC-Sketch: Enabling Heterogeneous Network Monitoring Resolutions with Multi-Class Sketch

KCJ Lin, WL Lai - IEEE INFOCOM 2022-IEEE Conference on …, 2022 - ieeexplore.ieee.org
Nowadays, with the emergence of software-defined networking, sketch-based network
measurements have been widely used to balance the tradeoff between efficiency and …

An effective and accurate flow size measurement using funnel-shaped sketch

J Liu, Z Li, H Du, H Zhou, L Li, Y An, Y Zhang, K Liu… - Computer Networks, 2024 - Elsevier
Accurate measurement of network traffic is an essential part of current network management
tasks. Sketch is a kind of probabilistic data structure widely accepted in network …

PA-Sketch: A Fast and Accurate Sketch for Differentiated Flow Estimation

S Li, J Huang, W Zhang, J Shao - 2023 IEEE 31st International …, 2023 - ieeexplore.ieee.org
Due to the ability to maintain good accuracy and high throughput with limited memory
resources, sketch has gained wide deployment and application for approximate flow …

Priority Sketch: A Priority-aware Measurement Framework

Y Wu, Z Li, P Yi, R Qiu, Y Zhao… - … Conference on Satellite …, 2024 - ieeexplore.ieee.org
Network measurement plays a crucial role in modern communication systems, including
satellite networks and data centers. Sketches, a series of probabilistic data streaming …

PS-Sketch: A Sketch Family for Priority-Aware Per-Flow Spread Measurement in Network Data Stream

S Zhou, G Gao, Y Sun, H Huang, Y Du, Y Wang… - … Conference on Advanced …, 2024 - Springer
Traffic measurement in high-speed network data streams plays a crucial role in many
practical applications. Sketches have been widely used in approximate flow estimation due …

Physics Constrained Flow Neural Network for Short-Timescale Predictions in Data Communications Networks

X Cheng, J He, S Xiao, Y Zhang, Z Chen… - arXiv preprint arXiv …, 2021 - arxiv.org
Machine learning is gaining growing momentum in various recent models for the dynamic
analysis of information flows in data communications networks. These preliminary models …

APS: Adaptive Priority-Aware Sketch with Low Overhead for Heterogeneous Traffic

H Shen, J Wang, Y Deng, J Wang, J Hu - International Conference on …, 2023 - Springer
With the emergence of software-defined networking, sketch-based network measurements
have been widely used to balance the tradeoff between efficiency and reliability. Recently, a …

Flow Characteristics Estimation Based On Multilayer Virtual Active Counter Sharing in Data Center Network

S Wang, F Dong, D Shen… - 2021 Ninth International …, 2022 - ieeexplore.ieee.org
Per flow characteristics estimation has a variety of applications in the fields of traffic
engineering and routing distribution, etc. Some recent works have adopted different …