An intelligent edge-centric queries allocation scheme based on ensemble models

K Kolomvatsos, C Anagnostopoulos - ACM Transactions on Internet …, 2020 - dl.acm.org
The combination of Internet of Things (IoT) and Edge Computing (EC) can assist in the
delivery of novel applications that will facilitate end-users' activities. Data collected by …

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 …

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 …

Intelligent tasks allocation at the edge based on machine learning and bio-inspired algorithms

M Soula, A Karanika, K Kolomvatsos… - Evolving Systems, 2022 - Springer
Current advances in the Internet of Things (IoT) and Cloud involve the presence of an
additional layer between them acting as mediator for data transfer and processing in close …

A proactive statistical model supporting services and tasks management in pervasive applications

K Kolomvatsos… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The combination of the Internet of Things (IoT) and Edge Computing (EC) can support
intelligent pervasive applications that meet the needs of end users. A challenge is to provide …

Optimized analytics query allocation at the edge of the network

A Karanika, M Soula, C Anagnostopoulos… - Internet and Distributed …, 2019 - Springer
The new era of the Internet of Things (IoT) provides the space where novel applications will
play a significant role in people's daily lives through the adoption of multiple services that …

[HTML][HTML] Autonomous proactive data management in support of pervasive edge applications

K Kolomvatsos, C Anagnostopoulos - Future Generation Computer Systems, 2024 - Elsevier
Recently, context-aware data management becomes the focus of many research efforts
placed at the intersection between the Internet of Things (IoT) and Edge Computing (EC) …

Deep Reinforcement Learning for Containerized Edge Intelligence Inference Request Processing in IoT Edge Computing

L Nkenyereye, KJ Baeg… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Edge intelligence (EI) refers to a set of connected systems and devices for artificial
intelligence (AI) data collected and learned near the data collection site. The EI model …

A proactive inference scheme for data-aware decision making in support of pervasive applications

K Kolomvatsos - Future Generation Computer Systems, 2022 - Elsevier
The advent of the Internet of Things (IoT) offers a huge infrastructure where numerous
devices can collect and process data retrieved by their environment. Due to the limited …

Edge MLOps framework for AIoT applications

E Raj - 2020 - theseus.fi
Recent years witnessed a boom in IoT devices resulting in big data and demand for low
latency communication giving rise to a demand for 5G Networks. This shift in the …