Leveraging Knowledge Graphs for Big Data Integration: the XI Pipeline
Philippe Cudré-Mauroux
Abstract
This article gives an overview of recent efforts focusing on integrating heterogeneous data using Knowledge Graphs. I introduce a pipeline consisting of five steps to integrate semi-structured or unstructured content. I discuss some of the key applications of this pipeline through three use-cases, and present the lessons learnt along the way while designing and building data integration systems.
Topics & Concepts
Pipeline (software)Computer scienceKnowledge graphBig dataData scienceKey (lock)Data integrationData miningInformation retrievalProgramming languageComputer securitySemantic Web and OntologiesAdvanced Graph Neural NetworksData Quality and Management