In the work of Baader and Distel, a method has been proposed to axiomatize all general concept inclusions (GCIs) expressible in the description logic ELK and valid in a given interpretation I. This provides us with an effective method to learn ELK-ontologies from interpretations, which itself can be seen as a different representation of linked data. In another report, we have extended this appr...

 The percentage of workers confident about having enough money for a comfortable retirement is essentially unchanged from the record lows observed in 2011. While more than half express some level of confidence (13 percent are very confident and 38 percent are somewhat confident), 28 percent are not at all confident (up from 23 percent in 2012 but statistically equivalent to 27 percent in 2011)...

Learning exists in the context of data, yet notions confidence typically focus on model predictions, not label quality. Confident learning (CL) is an alternative approach which focuses instead quality by characterizing and identifying errors datasets, based principles pruning noisy counting with probabilistic thresholds to estimate noise, ranking examples train confidence. Whereas numerous stud...