Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases

Weikum, Gerhard

ISBN 10: 1680838369 / ISBN 13: 9781680838367

Published by Now Publishers Inc 2021-07, 2021

About this Item

Seller Inventory # 6666-IUK-9781680838367

Bibliographic Details

• Title: Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases
• Publisher: Now Publishers Inc 2021-07
• Publication Date: 2021
• Language: English
• ISBN 10: 1680838369
• ISBN 13: 9781680838367
• Binding: PF
• Condition: New

About this title

Synopsis

Equipping machines with comprehensive knowledge of the world's entities and their relationships has been a longstanding goal of AI. Over the last decade, large-scale knowledge bases, also known as knowledge graphs, have been automatically constructed from web contents and text sources, and have become a key asset for search engines. This machine knowledge can be harnessed to semantically interpret textual phrases in news, social media and web tables, and contributes to question answering, natural language processing and data analytics. This monograph surveys fundamental concepts and practical methods for creating and curating large knowledge bases. It covers models and methods for discovering and curating large knowledge bases from online content, with emphasis on semi-structured web pages with lists, tables etc., and unstructured text sources. Case studies on academic projects and industrial knowledge graphs complement the survey of concepts and methods. The intended audience is students and researchers interested in a wide spectrum of topics: from machine knowledge and data quality to machine learning and data science as well as applications in web content mining and natural language understanding. It will also be of interest to industrial practitioners working on semantic technologies for web, social media, or enterprise content.