172 citations · 254 across the 21 of their papers we have counts for
4 papers · 1 filter
Machine Learning Application Development: Practitioners' Insights
Md Saidur Rahman, Foutse Khomh, Alaleh Hamidi +3
Nowadays, intelligent systems and services are getting increasingly popular as they provide data-driven solutions to diverse real-world problems, thanks to recent breakthroughs in…
Silent Bugs in Deep Learning Frameworks: An Empirical Study of Keras and TensorFlow
Florian Tambon, Amin Nikanjam, Le An +2
Deep Learning (DL) frameworks are now widely used, simplifying the creation of complex models as well as their integration to various applications even to non DL experts. However,…
Models of Computational Profiles to Study the Likelihood of DNN Metamorphic Test Cases
Ettore Merlo, Mira Marhaba, Foutse Khomh +2
Neural network test cases are meant to exercise different reasoning paths in an architecture and used to validate the prediction outcomes. In this paper, we introduce "computationa…
Data Driven Testing of Cyber Physical Systems
Dmytro Humeniuk, Giuliano Antoniol, Foutse Khomh
Consumer grade cyber-physical systems (CPS) are becoming an integral part of our life, automatizing and simplifying everyday tasks. Indeed, due to complex interactions between hard…