Semantic AI in Knowledge Graphs

3Semantic Natural Language Processing for Knowledge Graphs Creation

Cameron De Sa^a, Edlira Vakaj^a, Hossein Ghomeshi^a, and Ryan McGranaghan^b,c

^aBirmingham City University, Natural Language Processing Lab, UK

^bOrion Space Solutions. Louisville, CO, USA

^cNASA Jet Propulsion Laboratory, Greenbelt, MD, USA

DOI: 10.1201/9781003313267-3

Contents

• 3.1 Introduction

  • 3.1.1 Background

  • 3.1.2 Research Questions

• 3.2 Literature Review

  • 3.2.1 Ontology Learning

  • 3.2.2 Scientific Efforts and Ontologies

  • 3.2.3 Named Entity Recognition

  • 3.2.4 NLP Models for Ontology Learning

• 3.3 From Text to Ontology

  • 3.3.1 NLP in Ontology Learning

  • 3.3.2 Prototype Evaluation

• 3.4 Experimental Study

  • 3.4.1 Overview of the Proposed System

    • 3.4.1.1 Data Sourcing

    • 3.4.1.2 Data Preprocessing ...