Title
Scalable approximate query tracking over highly distributed data streams with tunable accuracy guarantees.
Abstract
•We detail scalability issues of GM monitoring [5] in highly distributed networks.•We propose sampling-based tracking schemes with tunable accuracy guarantees.•Sample cardinality proportional to N out of N network sites.•Extensions and fine tuning of our schemes for the safe zone monitoring [26] concepts.•Extensive experimentation and comparative analysis with related works.
Year
DOI
Venue
2018
10.1016/j.is.2018.05.001
Information Systems
Keywords
Field
DocType
Distributed function tracking,Data streams,Sampling
Data mining,Data stream mining,Computer science,Cardinality,Streaming data,Sampling (statistics),Scalability
Journal
Volume
ISSN
Citations 
76
0306-4379
0
PageRank 
References 
Authors
0.34
29
5
Name
Order
Citations
PageRank
Nikos Giatrakos117614.94
Antonios Deligiannakis282848.19
Minos Garofalakis34904664.22
Daniel Keren4931116.90
Vasilis Samoladas521841.22