An intelligent scheme for assigning queries

K Kolomvatsos - Applied Intelligence, 2018 - Springer
Analytics provided on top of large scale data streams are the key research subject for future
decision making applications. The huge volumes of data make their partitioning imperative …

Learning the engagement of query processors for intelligent analytics

K Kolomvatsos, S Hadjiefthymiades - Applied Intelligence, 2017 - Springer
Current applications require the processing of huge amounts of data produced by
applications or end users personal devices. In such settings, intelligent analytics on top of …

An edge-centric ensemble scheme for queries assignment

K Kolomvatsos, C Anagnostopoulos - 2018 - eprints.gla.ac.uk
The new era of the Internet of Things (IoT) reveals new potentials for the management of
numerous devices. Such devices produce data streams that are guided to the Cloud for …

A probabilistic model for assigning queries at the edge

K Kolomvatsos, C Anagnostopoulos - Computing, 2020 - Springer
Data management at the edge of the network can increase the performance of applications
as the processing is realized close to end users limiting the observed latency in the …

Load shedding in data stream systems

B Babcock, M Datar, R Motwani - Data streams: Models and algorithms, 2007 - Springer
Abstract Systems for processing continuous monitoring queries over data streams must be
adaptive because data streams are often bursty and data characteristics may vary over time …

Scaling up query allocation in the presence of autonomous participants

JA Quiané-Ruiz, P Lamarre, S Cazalens… - Database Systems for …, 2011 - Springer
In large-scale, heterogeneous information systems, mediators are widely used for query
processing and the good operation of a system strongly depends on the way the mediator …

Using grouping variables to express complex decision support queries

D Chatziantoniou - Data & Knowledge Engineering, 2007 - Elsevier
Performing complex analysis on top of massive data stores is essential to most modern
enterprises and organizations and requires simple, flexible and powerful syntactic constructs …

Characterizing memory requirements for queries over continuous data streams

A Arasu, B Babcock, S Babu, J McAlister… - ACM Transactions on …, 2004 - dl.acm.org
This article deals with continuous conjunctive queries with arithmetic comparisons and
optional aggregation over multiple data streams. An algorithm is presented for determining …

PartLy: learning data partitioning for distributed data stream processing

AS Abdelhamid, WG Aref - … of the Third International Workshop on …, 2020 - dl.acm.org
Data partitioning plays a critical role in data stream processing. Current data partitioning
techniques use simple, static heuristics that do not incorporate feedback about the quality of …

Processing complex aggregate queries over data streams

A Dobra, M Garofalakis, J Gehrke… - Proceedings of the 2002 …, 2002 - dl.acm.org
Recent years have witnessed an increasing interest in designing algorithms for querying
and analyzing streaming data (ie, data that is seen only once in a fixed order) with only …