Semantic AI in Knowledge Graphs

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.

近期，語義技術和人工智慧（AI）的結合提供了建立更精確結果的智能系統的新技術。《語義AI在知識圖譜中》位於這一新發展的前沿，揭示了機器學習在通過圖譜映射或基於語料庫的本體學習擴展知識圖譜的角色。

本書通過結合符號AI和統計AI（如基於機器學習的實體提取、文本挖掘方法、語義知識圖譜和相關推理能力）來確保高效結果，是探索語義AI和知識圖譜的首部作品。涵蓋了從神經符號AI、可解釋AI和深度學習到知識發現和挖掘，以及知識表示和推理等一系列主題。

作為對知識圖譜中語義AI的開拓性探索，本書對AI和數據挖掘領域的研究人員以及初學者學者都具有重要的貢獻。

Sanju Tiwari is a Senior Researcher at Universidad Autonoma de Tamaulipas, Mexico. She is DAAD Post-Doc-Net AI Fellow for 2021. She previously worked as a Post-Doctoral Researcher in the Ontology Engineering Group, Universidad Polytecnica de Madrid, Spain. Her research focuses on Semantic Web, Knowledge Graphs, Artificial Intelligence and Ontology Engineering. She has edited four Books. She has worked as a Guest Editor for IGI-Global and Inderscience, Multimedia Tools and Applications Journal (MTAP) Journals and is currently working as Guest Editor for the the Journal of Cyber Security and Mobility, and IJWIS, Emerald. Sanju is General Chair (KGSWC 2020-21) and Program Chair for different International Conferences and Workshops (FTSE-2021, AMLDA-2021, RTIP2R-2021-22). Fernando Ortíz-Rodriguez is Full Professor, member of the National Research Council level C and Director of the Research Institute UAT at Tamaulipas Autonomous University, Reynosa, Tamaulipas, Mexico. He is a member of the Information Technology research group and part of the Knowledge Graph and Semantic Web Community. His research interests include Semantic Web, Information Systems, e-Government and Artificial Intelligence. He has been the main Chair and Organizer of the KGSWC multi-series conference. He isa member of National Systems Researchers (SNI) of the National Council of Science and Technology (CONACYT), Mexico's entity promoting scientific and technological activities and high-quality scientific research. He is also a member of the Association for Computing Machinery (ACM). He holds a PhD degree on "Computer science and Artificial Intelligence and Information Systems" from the Technical University of Madrid, Spain. Sarra BEN ABBES, PhD - R&D Expert, Artificial Intelligence Patience Usip is a Senior Lecturer of Computer Science, University of Uyo, Uyo, Nigeria. She holds a Ph.D and M.Sc in Computer Science from University of Ibadan, Ibadan, Nigeria and B.Sc in Computer Science from University of Calabar, Calabar, Nigeria. She is a Post-doc fellow, Massachusetts Institute of Technology (MIT), USA and also an All Africa House Fellow, University of Cape Town, South Africa. Her research interests include Knowledge Representation and Reasoning- a sub-sub-field of Artificial Intelligence, Formal Representations, Computer Logic, Ontology Development, Knowledge Graphs, Multilingual Sematic Web, Intelligent Systems in several domains including Health, etc. She has published locally and internationally in books, book chapters, journals and conference proceedings. She has served as reviewer to several Journals locally and internationally to include MTAP, ASTEJ, etc. She has served as External Examiner for M.Sc. Dissertation, University of Cape Town, South Africa and for Ph.D. Thesis, India, etc. She has served as Speaker, program committee member and General Chair in winter schools, workshops and conferences. She has several awards to her credit and is a member of many professional bodies. Rim Hantach is a Research Scientist at ENGIE France.

Sanju Tiwari是墨西哥Tamaulipas自治大學的高級研究員。她是2021年DAAD Post-Doc-Net AI Fellow。她曾在西班牙馬德里理工大學的本體工程小組擔任博士後研究員。她的研究專注於語義網、知識圖譜、人工智慧和本體工程。她編輯了四本書。她曾擔任IGI-Global和Inderscience的客座編輯，並目前擔任《網絡安全與移動性期刊》和IJWIS, Emerald的客座編輯。Sanju是不同國際會議和研討會（FTSE-2021，AMDLA-2021，RTIP2R-2021-22）的總主席和程序主席。Fernando Ortíz-Rodriguez是全職教授，墨西哥Tamaulipas自治大學Reynosa校區的國家研究委員會C級成員和研究所UAT的主任。他是信息技術研究小組的成員，也是知識圖譜和語義網社區的一部分。他的研究興趣包括語義網、信息系統、電子政府和人工智慧。他一直是KGSWC多系列會議的主席和組織者。他是墨西哥國家科學和技術委員會（CONACYT）的國家系統研究員（SNI）的成員，該機構促進科學和技術活動以及高質量的科學研究。他還是計算機協會（ACM）的成員。他擁有西班牙馬德里理工大學的“計算機科學和人工智慧以及信息系統”博士學位。Sarra BEN ABBES是人工智慧研發專家。Patience Usip是尼日利亞Uyo大學的高級講師，專攻計算機科學。她擁有尼日利亞伊巴丹大學的計算機科學博士和碩士學位，以及尼日利亞卡拉巴爾大學的計算機科學學士學位。她是麻省理工學院（MIT）的博士後研究員，也是南非開普敦大學的全非洲之家研究員。她的研究興趣包括知識表示和推理（人工智慧的一個子領域）、形式表示、計算機邏輯、本體開發、知識圖譜、多語言語義網、各個領域中的智能系統（包括健康等）。她在書籍、書籍章節、期刊和會議論文中發表了國內外的研究成果。她曾擔任多個國內外期刊的審稿人，包括MTAP、ASTEJ等。她曾擔任南非開普敦大學的碩士論文外部評審和印度的博士論文評審等。她曾擔任冬季學校、研討會和會議的演講者、程序委員會成員和總主席。她擁有多個獎項，並且是許多專業組織的成員。Rim Hantach是法國ENGIE的研究科學家。