Publikation
Perspectives on Making Sense of Complex Data: Towards Integrative Human-Aware Evaluation
Martin Atzmueller; David Massanes; Xiao Wei
In: International Work-Conference on the Interplay Between Natural and Artificial Computation. International Conference on the Interplay between Natural and Artificial Computation (IWINAC), Pages 141-151, Springer, 2026.
Zusammenfassung
Making sense of data requires interpretable and explainable methods. This paper discusses perspectives on computational sensemaking on complex data towards integrative human-aware evaluation. In particular, we highlight several directions on integrative human-aware modeling and evaluation of interpretability methods. These can enable more trustworthy applications, thus providing a first step towards human-aware explainable AI (XAI) evaluation in the domain of complex data.
