Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News – New study results on artificial intell igence have been published. According to news originating from Rouen, France, by NewsRx correspondents, research stated, “Debugging and repairing Web Ontology L anguage (OWL) ontologies has been a key field of research since OWL became a W3C recommendation.” The news correspondents obtained a quote from the research from University of Ro uen Normandie: “One way to understand errors and fix them is through explanation s. These explanations are usually extracted from the reasoner and displayed to t he ontology authors as is. In the meantime, there has been a recent call in the eXplainable AI (XAI) field to use expert knowledge in the form of knowledge grap hs and ontologies. In this paper, a parallel between explanations for machine le arning and for ontologies is drawn. This link enables the adaptation of XAI meth ods to explain ontologies and their entailments. Counterfactual explanations hav e been identified as a good candidate to solve the explainability problem in mac hine learning.”