Knowledge Graphs: Fundamentals, Techniques, and Applications
(Part of the Adaptive Computation and Machine Learning Series)
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A rigorous and comprehensive textbook covering the major approaches to knowledge graphs, an active and interdisciplinary area within artificial intelligence. The field of knowledge graphs, which allows us to model, process, and derive insights from complex real-world data, has emerged as an active and interdisciplinary area of artificial intelligence over the last decade, drawing on such fields as natural language processing, data mining, and the semantic web. Current projects involve predicting cyberattacks, recommending products, and even gleaning insights from thousands of papers on COVID-19. This textbook offers rigorous and comprehensive coverage of the field. It focuses systematically on the major approaches, both those that have stood the test of time and the latest deep learning methods.
Format:Hardcover
Language:English
ISBN:0262045095
ISBN13:9780262045094
Release Date:March 2021
Publisher:MIT Press
Length:568 Pages
Weight:2.40 lbs.
Dimensions:1.2" x 7.2" x 9.1"
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