4 papers
Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems
Silverio Martínez-Fernández, Xavier Franch, Andreas Jedlitschka +2
Companies dealing with Artificial Intelligence (AI) models in Autonomous Systems (AS) face several problems, such as users' lack of trust in adverse or unknown conditions, gaps bet…
Hardening of Artificial Neural Networks for Use in Safety-Critical Applications -- A Mapping Study
Rasmus Adler, Mohammed Naveed Akram, Pascal Bauer +6
Context: Across different domains, Artificial Neural Networks (ANNs) are used more and more in safety-critical applications in which erroneous outputs of such ANN can have catastro…
Towards Automated Data Integration in Software Analytics
Silverio Martínez-Fernández, Petar Jovanovic, Xavier Franch +1
Software organizations want to be able to base their decisions on the latest set of available data and the real-time analytics derived from them. In order to support "real-time ent…
A Quality Model for Actionable Analytics in Rapid Software Development
Silverio Martínez-Fernández, Andreas Jedlitschka, Liliana Guzmán +1
Background: Accessing relevant data on the product, process, and usage perspectives of software as well as integrating and analyzing such data is crucial for getting reliable and t…