activity
20212023
most citedA Model-Driven Approach to Machine Learning and Software Modeling for the IoT

37 citations · 62 across the 6 of their papers we have counts for

collaborators
Showing cs.SEShow all

6 papers · 1 filter

cs.SE2023★ 1 cited

Enhancing Architecture Frameworks by Including Modern Stakeholders and their Views/Viewpoints

Armin Moin, Atta Badii, Stephan Günnemann +1

Various architecture frameworks for software, systems, and enterprises have been proposed in the literature. They identified several stakeholders and defined modeling perspectives,…

cs.SE2022★ 3 cited

MDE for Machine Learning-Enabled Software Systems: A Case Study and Comparison of MontiAnna & ML-Quadrat

Jörg Christian Kirchhof, Evgeny Kusmenko, Jonas Ritz +5

In this paper, we propose to adopt the MDE paradigm for the development of Machine Learning (ML)-enabled software systems with a focus on the Internet of Things (IoT) domain. We il…

cs.SE2022

Automated Machine Learning: A Case Study on Non-Intrusive Appliance Load Monitoring

Armin Moin, Ukrit Wattanavaekin, Alexandra Lungu +2

We propose a novel approach to enable Automated Machine Learning (AutoML) for Non-Intrusive Appliance Load Monitoring (NIALM), also known as Energy Disaggregation, through Bayesian…

cs.SE2021★ 2 cited

MDE4QAI: Towards Model-Driven Engineering for Quantum Artificial Intelligence

Armin Moin, Moharram Challenger, Atta Badii +1

Over the past decade, Artificial Intelligence (AI) has provided enormous new possibilities and opportunities, but also new demands and requirements for software systems. In particu…

cs.SE2021★ 19 cited

Supporting AI Engineering on the IoT Edge through Model-Driven TinyML

Armin Moin, Moharram Challenger, Atta Badii +1

Software engineering of network-centric Artificial Intelligence (AI) and Internet of Things (IoT) enabled Cyber-Physical Systems (CPS) and services, involves complex design and val…

cs.SE2021★ 37 cited

A Model-Driven Approach to Machine Learning and Software Modeling for the IoT

Armin Moin, Moharram Challenger, Atta Badii +1

Models are used in both Software Engineering (SE) and Artificial Intelligence (AI). SE models may specify the architecture at different levels of abstraction and for addressing dif…