Real-world machine learning systems: A survey from a data-oriented architecture perspective

C Cabrera, A Paleyes, P Thodoroff… - arxiv preprint arxiv …, 2023 - arxiv.org
Machine Learning models are being deployed as parts of real-world systems with the
upsurge of interest in artificial intelligence. The design, implementation, and maintenance of …

Qos prediction for reliable service composition in iot

G White, A Palade, S Clarke - … Events, Málaga, Spain, November 13–16 …, 2018 - Springer
Abstract An Internet of Things (IoT) environment should respond to users' requirements by
providing access to a number of component services, which can be used to create …

A self-adaptive service discovery model for smart cities

C Cabrera, S Clarke - IEEE Transactions on Services …, 2019 - ieeexplore.ieee.org
City services are frequently supported by software services that are managed by service-
oriented architectures. However, a large number of software services is likely to cause …

A top-K QoS-optimal service composition approach based on service dependency graph

B Zhang, K Wen, J Lu, M Zhong - Journal of Organizational and End …, 2021 - igi-global.com
With the development of internet of things (IoT) technology, servitization of IoT device
functions has become a trend. The cooperation between IoT devices can be equivalent to …

An empirical evaluation of flow based programming in the machine learning deployment context

A Paleyes, C Cabrera, ND Lawrence - Proceedings of the 1st …, 2022 - dl.acm.org
As use of data driven technologies spreads, software engineers are more often faced with
the task of solving a business problem using data-driven methods such as machine learning …

Elastic composition of crowdsourced iot energy services

A Lakhdari, A Bouguettaya, S Mistry… - MobiQuitous 2020-17th …, 2020 - dl.acm.org
We propose a novel type of service composition, called elastic composition which provides a
reliable framework in a highly fluctuating IoT energy provisioning settings. We rely on …

Towards better data discovery and collection with flow-based programming

A Paleyes, C Cabrera, ND Lawrence - arxiv preprint arxiv:2108.04105, 2021 - arxiv.org
Despite huge successes reported by the field of machine learning, such as voice assistants
or self-driving cars, businesses still observe very high failure rate when it comes to …

Services in iot: A service planning model based on consumer feedback

C Cabrera, A Palade, G White, S Clarke - Service-Oriented Computing …, 2018 - Springer
IoT offers a large number of services from different providers. These services frequently
need to be composed to provide novel applications. Current work in IoT service composition …

Formal modelling and verification of scalable service composition in IoT environment

SH Toman, L Hamel, ZH Toman, M Graiet… - … Oriented Computing and …, 2023 - Springer
A system based on the internet of things (IoT) consists of services deployed across several
devices that collaborate to fulfil IoT system goals. The growth in the number of IoT services …

Cognitive pervasive service composition applied to predatory crime deterrence

FF Ramos Corchado, AC Lopez Fraga… - Applied Sciences, 2021 - mdpi.com
Pervasive service composition is useful in many scenarios, for instance, in urban planning or
controlled harvest. Currently, there is no standard to develop solutions using pervasive …