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Hace 1 día · The COVID-19 pandemic was exacerbated by poor utilization of vaccines caused by the spread of misinformation. Fortunately, the impact of flagrant vaccine misinformation on Facebook was greatly attenuated once such posts were flagged and debunked as false by third-party fact-checkers. However, ambiguous misinformation remained unflagged.
Hace 3 días · This study quantifies the impact of digital innovation on corporate performance, offering insights into the sustainability of digital innovation’s impact and providing guidance for firms ...
Hace 2 días · Data integration is considered a classic research field and a pressing need within the information science community. Ontologies play a critical role in such processes by providing well-consolidated support to link and semantically integrate datasets via interoperability. This paper approaches data integration from an application perspective by looking at ontology matching techniques. As the ...
Hace 2 días · In imaging inverse problems, one seeks to recover an image from missing/corrupted measurements. Because such problems are ill-posed, there is great motivation to quantify the uncertainty induced by the measurement-and-recovery process. Motivated by applications where the recovered image is used for a downstream task, such as soft-output classification, we propose a task-centered approach to ...
Hace 4 días · We review established and recent methods to account for uncertainty in ML models and XAI approaches and we discuss empirical evidence on how model uncertainty is perceived by human users of XAI systems.
Hace 3 días · Uncertainty Quantification: Theory, Implementation, and Applications provides readers with the basic concepts, theory, and algorithms necessary to quantify input and response uncertainties for simulation models arising in a broad range of disciplines.
Hace 6 días · Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, UAI 2022, 1-5 August 2022, Eindhoven, The Netherlands. Proceedings of Machine Learning Research 180, PMLR 2022
