Titlebook: Reasoning Web. Explainable Artificial Intelligence; 15th International S Markus Kr?tzsch,Daria Stepanova Textbook 2019 Springer Nature Swit

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Knowledge Representation and Rule Mining in Entity-Centric Knowledge Bases,applications in search engines, chatbots, and semantic data mining systems. In this paper, we first discuss the knowledge representation that has emerged as a pragmatic consensus in the research community of entity-centric knowledge bases. Then, we describe how these knowledge bases can be mined for

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Logic-Based Learning of Answer Set Programs,ogic) programs that explain labelled examples in the context of given background knowledge. This tutorial introduces recent advances of logic-based learning, specifically learning non-monotonic logic programs under the answer set semantics. We introduce several learning frameworks and algorithms, wh

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Constraint Learning: An Appetizer,iscrete problems like constraint satisfaction, and in full-fledged mathematical optimization tasks. Constraint learning enters the picture when the structure or the parameters of the constraint satisfaction/optimization problem to be solved are (partially) unknown and must be inferred from data. The

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A Modest Markov Automata Tutorial,aintain, and analyse models of the systems’ behaviours. Markov models are frequently used to study operational phenomena of such systems. They are often represented with discrete state spaces, and come in various flavours, overarched by Markov automata. As such, Markov automata provide the ingredien

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Explainable AI Planning (XAIP): Overview and the Case of Contrastive Explanation (Extended Abstracterformed to take decisions. AI Planning in particular is relevant in this context as a generic approach to action-decision problems. Indeed, explainable AI Planning (XAIP) has received interest since more than a decade, and has been taking up speed recently along with the general trend to explainabl

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Pierre Senellartstellen, dass Prozesse so professionell wie m?glich umgesetzt werden. Führen meint in Bewegung setzen, die Richtung bestimmen, leiten. Und dabei nicht nur das Schlimmste verhindern, son- dern vor allem das Beste wollen - und die Schritte auf dem Weg dorthin immer wieder überprüfen, um eventuell gege

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