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ABOUT THE BOOK

Recent combinations of semantic technology and artificial intelligence (AI) present new techniques to build intelligent systems that identify more precise results. Semantic AI in Knowledge Graphs locates itself at the forefront of this novel development, uncovering the role of machine learning to extend the knowledge graphs by graph mapping or corpus-based ontology learning.

Securing efficient results via the combination of symbolic AI and statistical AI such as entity extraction based on machine learning, text mining methods, semantic knowledge graphs, and related reasoning power, this book is the first of its kind to explore semantic AI and knowledge graphs. A range of topics are covered, from neuro-symbolic AI, explainable AI and deep learning to knowledge discovery and mining, and knowledge representation and reasoning.

A trailblazing exploration of semantic AI in knowledge graphs, this book is a significant contribution to both researchers in the field of AI and data mining as well as beginner academicians.

TABLE OF CONTENTS

1 Leveraging Semantic Knowledge Graphs in Educational Recommenders to Address the Cold-Start Problem

Sahan Bulathwela, Maria Perez-Ortiz, Emine Yilmaz, and John Shawe-Taylor

2 Modeling Event-Centric Knowledge Graph for Crime Analysis on Online News

Federica Rollo and Laura Po

3 Semantic Natural Language Processing for Knowledge Graphs Creation

Cameron De Sa, Edlira Vakaj, Hossein Ghomeshi, and Ryan McGranaghan

4 MSE**: Multi-Modal Semantic Embeddings for Datasets with Several Positive Matchings

Jeremie Huteau, Adrian Basarab, and Florence Dupin de Saint-Cyr

5 Text-Based Emergency Alert Framework for Under-Resourced Languages in Southern Nigeria

Patience U. Usip, Funebi F. Ijebu, Ifiok J. Udo, and Ikechukwu K. Ollawa

6 Knowledge Graphs in Healthcare

Sanna Aizad and Dr. Bilal Arshad

7 Explainable Machine Learning-Based Knowledge Graph for Modeling Location-Based Recreational Services from Users Profile

Daniel Ekpenyong Asuquo, Patience Usoro Usip, and Kingsley Friday Attai

8 Building Knowledge Graph from Relational Database

Bilal Ben Mahria, Ilham Chaker, and Azeddine Zahi