Coupon filter: A universal and lightweight filter framework for more accurate data stream processing

X Wu, H Huang, Y Du, YE Sun, S Chen - Computer Networks, 2023 - Elsevier
Data stream processing plays a critical role in providing fundamental statistics for various
applications, such as anomaly detection. Still, the unbalanced distribution of data streams …

MimoSketch: A Framework for Frequency-Based Mining Tasks on Multiple Nodes With Sketches

W Wu, Y Xu - IEEE Transactions on Knowledge and Data …, 2024 - ieeexplore.ieee.org
In distributed data stream mining, we abstract a MIMO scenario where a stream of m ultiple i
tems is mined by m ultiple no des. We design a framework named MimoSketch for the MIMO …

Stable-Sketch: A Versatile Sketch for Accurate, Fast, Web-Scale Data Stream Processing

W Li, P Patras - Proceedings of the ACM on Web Conference 2024, 2024 - dl.acm.org
Data stream processing plays a pivotal role in various web-related applications, including
click fraud detection, anomaly identification, and recommendation systems. Accurate and …

[PDF][PDF] Hourglasssketch: An efficient and scalable framework for graph stream summarization

J Guo, B Chen, K Yang, T Yang, Z Liu, Q Yin… - …, 2025 - yangtonghome.github.io
Graph stream is a special kind of data stream, where every item coming in sequence
represents an edge in a dynamic graph. Graph stream has wide application in many fields …