An Introduction to Knowledge Graphs

Serles, Umutcan, Fensel, Dieter

An Introduction to Knowledge Graphs
  • 出版商: Springer
  • 出版日期: 2024-06-09
  • 售價: $3,270
  • 貴賓價: 9.5 折 $3,107
  • 語言: 英文
  • 頁數: 434
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031452550
  • ISBN-13: 9783031452550

    • 海外代購書籍(需單獨結帳)

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商品描述

This textbook introduces the theoretical foundations of technologies essential for knowledge graphs. It also covers practical examples, applications and tools. Knowledge graphs are the most recent answer to the challenge of providing explicit knowledge about entities and their relationships by potentially integrating billions of facts from heterogeneous sources.

The book is structured in four parts. For a start, Part I lays down the overall context of knowledge graph technology. Part II "Knowledge Representation" then provides a deep understanding of semantics as the technical core of knowledge graph technology. Semantics is covered from different perspectives, such as conceptual, epistemological and logical. Next, Part III "Knowledge Modelling" focuses on the building process of knowledge graphs. The book focuses on the phases of knowledge generation, knowledge hosting, knowledge assessment, knowledge cleaning, knowledge enrichment, and knowledge deployment to cover a complete life cycle for this process. Finally, Part IV (simply called "Applications") presents various application areas in detail with concrete application examples as well as an outlook on additional trends that will emphasize the need for knowledge graphs even stronger.

This textbook is intended for graduate courses covering knowledge graphs. Besides students in knowledge graph, Semantic Web, database, or information retrieval classes, also advanced software developers for Web applications or tools for Web data management will learn about the foundations and appropriate methods.


商品描述(中文翻譯)

這本教科書介紹了知識圖譜所需的技術的理論基礎。它還涵蓋了實際示例、應用和工具。知識圖譜是對提供關於實體及其關係的明確知識的挑戰的最新回答，它可以從異質來源中整合數十億個事實。

該書分為四個部分。首先，第一部分奠定了知識圖譜技術的整體背景。然後，第二部分“知識表示”提供了對語義學作為知識圖譜技術的技術核心的深入理解。語義學從概念、認識論和邏輯等不同角度進行了探討。接下來，第三部分“知識建模”專注於知識圖譜的構建過程。該書著重介紹知識生成、知識主機、知識評估、知識清理、知識豐富化和知識部署等階段，以涵蓋整個過程的完整生命周期。最後，第四部分（簡稱“應用”）詳細介紹了各種應用領域，包括具體的應用示例，並展望了強調對知識圖譜需求的其他趨勢。

這本教科書適用於涵蓋知識圖譜的研究生課程。除了知識圖譜、語義網、數據庫或信息檢索課程的學生外，還適用於網絡應用程序或網絡數據管理工具的高級軟件開發人員，他們將學習有關基礎和適當方法的知識。

作者簡介

Umutcan Serles is a postdoctoral researcher with the Semantic Technology Institute Innsbruck at the University of Innsbruck's Department of Computer Science. He has participated in many academic and industrial research projects about semantic technologies and knowledge graphs. Since 2016, he has been teaching courses about semantic web and since 2021 also courses dedicated to knowledge graphs. He also serves as a scientific consultant for various organizations that work with knowledge graph technology.

Dieter Fensel is the chair of the Semantic Technology Institute Innsbruck at the University of Innsbruck's Department of Computer Science. He has written over 300 scientific publications, including books, journals and conference papers, and workshop contributions. As one of the pioneers of research in the Semantic Web, he co-founded major scientific events such as the Extended Semantic Web Conference (ESWC) and the International Semantic Web Conference (ISWC). His research interests currently focus on the development of knowledge graphs and various aspects of the knowledge graph lifecycle. He has successfully applied his research in industry by co-founding companies like seekda (now part of Kognitiv) and Onlim, which are active in conversational interfaces and knowledge graphs.


作者簡介(中文翻譯)

Umutcan Serles是因斯布魯克大學計算機科學系語義技術研究所的博士後研究員。他參與了許多有關語義技術和知識圖譜的學術和工業研究項目。自2016年以來，他一直在教授有關語義網的課程，並且自2021年起也開設了專門關於知識圖譜的課程。他還擔任多個與知識圖譜技術相關的組織的科學顧問。

Dieter Fensel是因斯布魯克大學計算機科學系語義技術研究所的主席。他已經發表了300多篇科學論文，包括書籍、期刊論文、會議論文和研討會論文。作為語義網研究的先驅之一，他共同創辦了重要的科學活動，如擴展語義網會議（ESWC）和國際語義網會議（ISWC）。他目前的研究興趣集中在知識圖譜的開發和知識圖譜生命周期的各個方面。他成功地將自己的研究應用於工業界，共同創辦了seekda（現在是Kognitiv的一部分）和Onlim等公司，這些公司在對話界面和知識圖譜方面活躍。

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