عنوان انگلیسی مقاله:
Trustworthy AI in the Age of Pervasive Computing and Big Data
ترجمه فارسی عنوان مقاله:
هوش مصنوعی قابل اعتماد در عصر محاسبات فراگیر و داده های بزرگ
IEEE - 2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops);2020; ; ;
Abhishek Kumar, Tristan Braudy, Sasu Tarkoma, Pan Hui
The era of pervasive computing has resulted in
countless devices that continuously monitor users and their
environment, generating an abundance of user behavioural data.
Such data may support improving the quality of service, but may
also lead to adverse usages such as surveillance and advertisement.
In parallel, Artificial Intelligence (AI) systems are being
applied to sensitive fields such as healthcare, justice, or human
resources, raising multiple concerns on the trustworthiness of
such systems. Trust in AI systems is thus intrinsically linked to
ethics, including the ethics of algorithms, the ethics of data, or the
ethics of practice. In this paper, we formalise the requirements
of trustworthy AI systems through an ethics perspective. We
specifically focus on the aspects that can be integrated into the
design and development of AI systems. After discussing the state
of research and the remaining challenges, we show how a concrete
use-case in smart cities can benefit from these methods.
Index Terms: Artificial Intelligence | Pervasive Computing | Ethics | Data Fusion | Transparency | Privacy | Fairness | Accountability | Federated Learning