Provenance in Data Science
Broschiertes Buch

Provenance in Data Science

From Data Models to Context-Aware Knowledge Graphs

Herausgegeben: Sikos, Leslie F.; Seneviratne, Oshani W.; McGuinness, Deborah L.
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RDF-based knowledge graphs require additional formalisms to be fully context-aware, which is presented in this book. This book also provides a collection of provenance techniques and state-of-the-art metadata-enhanced, provenance-aware, knowledge graph-based representations across multiple application domains, in order to demonstrate how to combine graph-based data models and provenance representations. This is important to make statements authoritative, verifiable, and reproducible, such as in biomedical, pharmaceutical, and cybersecurity applications, where the data source and generator can ...