This page presents the outputs of my research and its impact on the scientific community worldwide. My past research focused on developing resilient system architectures to cope with requirements from dynamic and constrained environments (e.g., smart cities). My current research explores systems engineering approaches to safely adopt AI technologies as part of larger software systems that remain under human control and steer.
Publications
Journal Articles
MAACO: A Dynamic Service Placement Model for Smart Cities [bibtex]
Christian Cabrera, Sergej Svorobej, Andrei Palade, Aqeel Kazmi, Siobhán Clarke
IEEE Transactions on Services Computing, 2023
A Self-Adaptive Service Discovery Model for Smart Cities [bibtex]
Christian Cabrera, Siobhán Clarke
IEEE Transactions on Services Computing, 2022
Dynamic Service Placement in Multi-Access Edge Computing: A Systematic Literature Review [bibtex]
Hadi Tabatabaee Malazi, Saqib Rasool Chaudhry, Aqeel Kazmi, Andrei Palade, Christian Cabrera, Gary White, Siobhán Clarke
IEEE Access, 2022
Cities-Board: A Framework to Automate the Development of Smart Cities Dashboards [bibtex]
Elizabeth Rojas, Viviana Bastidas, Christian Cabrera
IEEE Internet of Things Journal, 2020
Middleware for internet of things: an evaluation in a small-scale IoT environment [bibtex]
Andrei Palade, Christian Cabrera, Fan Li, Gary White, Siobhán Clarke
Journal of Reliable Intelligent Environments, 2018
Sedea: Prototipo de sistema experto para el diagnóstico de enfermedades autoinmunes de órgano basado en internist [bibtex]
Christian Cabrera
Revista Universidad y Salud, 2014
Conference Papers
An Empirical Evaluation of Flow Based Programming in the Machine Learning Deployment Context [bibtex]
Andrei Paleyes, Christian Cabrera, Neil D. Lawrence
Proceedings of the 1st International Conference on AI Engineering: Software Engineering for AI, 2022
A Reinforcement Learning-Based Service Model for the Internet of Things [bibtex]
Christian Cabrera, Siobhán Clarke
Service-Oriented Computing: 19th International Conference, ICSOC 2021, Virtual Event, November 22–25, 2021, Proceedings, 2021
An Urban-driven Service Request Management Model [bibtex]
Christian Cabrera, Andrei Palade, Gary White, Siobhán Clarke
2020 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2020
A Swarm-based Approach for Function Placement in Federated Edges [bibtex]
Andrei Palade, Atri Mukhopadhyay, Aqeel Kazmi, Christian Cabrera, Evelyn Nomayo, Georgios Iosifidis, and Marco Ruffini, Siobhán Clarke
Service-Oriented Computing: 19th International Conference, ICSOC 2021, Virtual Event, November 22–25, 2021, Proceedings, 2020
Augmented reality in IoT [bibtex]
Gary White, Christian Cabrera, Andrei Palade, Siobhán Clarke
Service-Oriented Computing--ICSOC 2018 Workshops: ADMS, ASOCA, ISYyCC, CloTS, DDBS, and NLS4IoT, Hangzhou, China, November 12--15, 2018, Revised Selected Papers 16, 2019
Autoencoders for QoS Prediction at the Edge [bibtex]
Gary White, Andrei Palade, Christian Cabrera, Siobhán Clarke
2019 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2019
A WS-Agreement Based SLA Ontology for IoT Services [bibtex]
Fan Li, Christian Cabrera, Siobhán Clarke
Internet of Things – ICIOT 2019: 4th International Conference, Held as Part of the Services Conference Federation, SCF 2019, San Diego, CA, USA, June 25–30, 2019, Proceedings, 2019
IoTPredict: Collaborative QoS Prediction in IoT [bibtex]
Gary White, Andrei Palade, Christian Cabrera, Siobhán Clarke
2018 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2018
Stigmergic service composition and adaptation in mobile environments [bibtex]
Andrei Palade, Christian Cabrera, Gary White, Siobhán Clarke
Service-Oriented Computing: 16th International Conference, ICSOC 2018, Hangzhou, China, November 12-15, 2018, Proceedings 16, 2018
Services in IoT: A service planning model based on consumer feedback [bibtex]
Christian Cabrera, Andrei Palade, Gary White, Siobhán Clarke
Service-Oriented Computing: 16th International Conference, ICSOC 2018, Hangzhou, China, November 12-15, 2018, Proceedings 16, 2018
The Right Service at the Right Place: A Service Model for Smart Cities [bibtex]
Christian Cabrera, Gary White Andrei Palade, Siobhán Clarke
2018 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2018
An Evaluation of Service Discovery Protocols in the Internet of Things [bibtex]
Christian Cabrera, Andrei Palade, Siobhán Clarke
Proceedings of the Symposium on Applied Computing, 2017
Implementing heterogeneous, autonomous, and resilient services in IoT: An experience report [bibtex]
Christian Cabrera, Fan Li, Vivek Nallur, Andrei Palade, M.A. Razzaque, Gary White, Siobhán Clarke
2017 IEEE 18th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2017
Middleware for Internet of Things: A quantitative evaluation in small scale [bibtex]
Andrei Palade, Christian Cabrera, Gary White, M.A. Razzaque, Siobhán Clarke
2017 IEEE 18th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2017
Quantitative Evaluation of QoS Prediction in IoT [bibtex]
Gary White, Andrei Palade, Christian Cabrera, Siobhán Clarke
2017 47th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2017
Domain Specific Language for Handling Modular Ontologies [bibtex]
Christian Cabrera, Olga Mariño
2014 9th Computing Colombian Conference (9CCC), 2014
Preprints
Real-world Machine Learning Systems: A survey from a Data-Oriented Architecture Perspective [bibtex]
Christian Cabrera, Andrei Paleyes, Pierre Thodoroff, Neil D. Lawrence
arXiv, 2023
Prevalence of Code Smells in Reinforcement Learning Projects [bibtex]
Nicolás Cardozo, Ivana Dusparic, Christian Cabrera
arXiv, 2023
Towards better data discovery and collection with flow-based programming [bibtex]
Andrei Paleyes, Christian Cabrera, Neil D. Lawrence
arXiv, 2021
WasteNet: Waste Classification at the Edge for Smart Bins [bibtex]
Gary White, Christian Cabrera, Andrei Palade, Fan Li, Siobhan Clarke
arXiv, 2020