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We propose a novel MLaaS Dataset Generator (MDG) framework that creates configurable and reproducible datasets for evaluating Machine Learning as a Service (MLaaS) selection and composition. MDG simulates realistic MLaaS behaviour by…

Machine Learning · Computer Science 2026-01-21 Deepak Kanneganti , Sajib Mistry , Sheik Fattah , Joshua Boland , Aneesh Krishna

Over the past few years, the relevance of the Internet of Things (IoT) has grown significantly and is now a key component of many industrial processes and even a transparent participant in various activities performed in our daily life. IoT…

Networking and Internet Architecture · Computer Science 2021-12-28 Iván Alfonso , Kelly Garcés , Harold Castro , Jordi Cabot

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 crowdsourcing IoT energy (e.g., wearables) to provide…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-16 Abdallah Lakhdari , Athman Bouguettaya , Sajib Mistry , Azadeh Ghari Neiat , Basem Suleiman

The increasing complexity of IoT applications and the continuous growth in data generated by connected devices have led to significant challenges in managing resources and meeting performance requirements in computing continuum…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-22 Sergio Laso , Ilir Murturi , Pantelis Frangoudis , Juan Luis Herrera , Juan M. Murillo , Schahram Dustdar

Internet-of-Things (IoT) envisions an intelligent infrastructure of networked smart devices offering task-specific monitoring and control services. The unique features of IoT include extreme heterogeneity, massive number of devices, and…

Systems and Control · Computer Science 2018-10-30 Tianyi Chen , Sergio Barbarossa , Xin Wang , Georgios B. Giannakis , Zhi-Li Zhang

Service composition is a widely used method in ubiquitous computing that enables accomplishing complex tasks required by users based on elementary (hardware and software) services available in ubiquitous environments. To ensure that users…

Software Engineering · Computer Science 2016-11-29 Nebil Ben Mabrouk , Nikolaos Georgantas , Valérie Issarny

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large,…

With the wide spread of sensors and smart devices in recent years, the data generation speed of the Internet of Things (IoT) systems has increased dramatically. In IoT systems, massive volumes of data must be processed, transformed, and…

Machine Learning · Computer Science 2022-09-19 Li Yang , Abdallah Shami

Machine learning (ML) technologies are emerging in the Internet of Things (IoT) to provision intelligent services. This survey moves beyond existing ML algorithms and cloud-driven design to investigate the less-explored systems, scaling and…

Computers and Society · Computer Science 2020-12-02 Wiebke Toussaint , Aaron Yi Ding

Data is rapidly increasing in volume and velocity and the Internet of Things (IoT) is one important source of this data. The IoT is a collection of connected devices (things) which are constantly recording data from their surroundings using…

Methodology · Statistics 2016-09-05 Jonathan Law , Darren Wilkinson

Expectations regarding the future growth of Internet of Things (IoT)-related technologies are high. These expectations require the realization of a sustainable general purpose application framework that is capable to handle these kinds of…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-17 Alexandre Da Silva Veith , Julio C. S. dos Anjos , Edison Pignaton de Freitas , Thomas Lampoltshammer , Claudio Geyer

The Internet of Things (IoT) is the science of connecting multiple devices that coordinate to provide the service in question. IoT environments are complex, dynamic, rapidly changing and resource constrained. Therefore, proactively adapting…

Software Engineering · Computer Science 2017-09-26 Asmaa Achtaich , Nissrine Souissi , Raul Mazo , Camille Salinesi , Ounsa Roudies

The Internet of Things (IoT) promises to help solve a wide range of issues that relate to our wellbeing within application domains that include smart cities, healthcare monitoring, and environmental monitoring. IoT is bringing new wireless…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-16 Awatif Alqahtani , Yinhao Li , Pankesh Patel , Ellis Solaiman , Rajiv Ranjan

The Internet of Things is an example domain where data is perpetually generated in ever-increasing quantities, reflecting the proliferation of connected devices and the formation of continuous data streams over time. Consequently, the…

The Social Internet of Things (SIoT) enables interconnected smart devices to share data and services, opening up opportunities for personalized service recommendations. However, existing research often overlooks crucial aspects that can…

Information Retrieval · Computer Science 2023-08-17 Amar Khelloufi , Huansheng Ning , Abdelkarim Ben Sada , Abdenacer Naouri , Sahraoui Dhelim

We propose a novel framework for composing crowdsourced wireless energy services to satisfy users' energy requirements in a crowdsourced Internet of Things (IoT) environment. A new energy service model is designed to transform the harvested…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-16 Abdallah Lakhdari , Athman Bouguettaya , Sajib Mistry , andAzadeh Ghari Neiat

Industrial IoT predictive maintenance requires systems capable of real-time anomaly detection without sacrificing interpretability or demanding excessive computational resources. Traditional approaches rely on static, offline-trained models…

Multiagent Systems · Computer Science 2026-02-20 Rebin Saleh , Khanh Pham Dinh , Balázs Villányi , Truong-Son Hy

We develop a novel framework for efficiently and effectively discovering crowdsourced services that move in close proximity to a user over a period of time. We introduce a moving crowdsourced service model which is modelled as a moving…

Machine Learning · Computer Science 2021-11-09 Azadeh Ghari Neiat , Athman Bouguettaya , Mohammed Bahutair

We propose a novel fluid composition approach of wireless energy services in a crowdsourced IoT environment. The proposed approach selects an optimal set of dynamic energy services according to the consumer's requirements. We leverage the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-04 Abdallah Lakhdari , Athman Bouguettaya

We propose a novel spatio-temporal service composition framework for crowdsourcing multiple IoT energy services to cater to multiple energy requests. We define a new energy service model to leverage the wearable-based energy and wireless…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-22 Amani Abusafia , Abdallah Lakhdari , Athman Bouguettaya
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