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Knowledge Graphs
Knowledge Graphs
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- Hogan, Aidan (author)
- DCC, Universidad de Chile; IMFD
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- Blomqvist, Eva, 1977- (author)
- Linköpings universitet,Interaktiva och kognitiva system,Tekniska fakulteten
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- Cochez, Michael (author)
- Vrije Universiteit Amsterdam and Discovery Lab, Elsevier
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- d'Amato, Claudia (author)
- University of Bari
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- Melo, Gerard de (author)
- HPI, University of Potsdam and Rutgers University
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- Gutierrez, Claudio (author)
- DCC, Universidad de Chile; IMFD
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- Kirrane, Sabrina (author)
- WU Vienna
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- Gayo, José Emilio Labra (author)
- Universidad de Oviedo
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- Navigli, Roberto (author)
- Sapienza University of Rome
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- Neumaier, Sebastian (author)
- St. Pölten University of Applied Sciences
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- Ngomo, Axel-Cyrille Ngonga (author)
- DICE, Universität Paderborn
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- Polleres, Axel (author)
- WU Vienna
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- Rashid, Sabbir M. (author)
- Tetherless World Constellation
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- Rula, Anisa (author)
- University of Brescia
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- Schmelzeisen, Lukas (author)
- Universität Stuttgart
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- Sequeda, Juan (author)
- data.world
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- Staab, Steffen (author)
- Universität Stuttgart and University of Southampton
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- Zimmermann, Antoine (author)
- École des mines de Saint-Étienne
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(creator_code:org_t)
- ISBN 9781636392356
- Morgan & Claypool Publishers, 2021
- English 257 s.
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Series: Synthesis Lectures on Data, Semantics, and Knowledge, 2691-2023 2691-2031 ; Vol. 12, No. 2
- Related links:
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https://urn.kb.se/re...
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https://doi.org/10.2...
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Abstract
Subject headings
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- This book provides a comprehensive and accessible introduction to knowledge graphs, which have recently garnered notable attention from both industry and academia. Knowledge graphs are founded on the principle of applying a graph-based abstraction to data, and are now broadly deployed in scenarios that require integrating and extracting value from multiple, diverse sources of data at large scale.The book defines knowledge graphs and provides a high-level overview of how they are used. It presents and contrasts popular graph models that are commonly used to represent data as graphs, and the languages by which they can be queried before describing how the resulting data graph can be enhanced with notions of schema, identity, and context. The book discusses how ontologies and rules can be used to encode knowledge as well as how inductive techniques—based on statistics, graph analytics, machine learning, etc.—can be used to encode and extract knowledge. It covers techniques for the creation, enrichment, assessment, and refinement of knowledge graphs and surveys recent open and enterprise knowledge graphs and the industries or applications within which they have been most widely adopted. The book closes by discussing the current limitations and future directions along which knowledge graphs are likely to evolve.This book is aimed at students, researchers, and practitioners who wish to learn more about knowledge graphs and how they facilitate extracting value from diverse data at large scale. To make the book accessible for newcomers, running examples and graphical notation are used throughout. Formal definitions and extensive references are also provided for those who opt to delve more deeply into specific topics.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Systemvetenskap, informationssystem och informatik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Information Systems (hsv//eng)
Keyword
- Semantic Web
Publication and Content Type
- vet (subject category)
- bok (subject category)
Find in a library
To the university's database
- By the author/editor
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Hogan, Aidan
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Blomqvist, Eva, ...
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Cochez, Michael
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d'Amato, Claudia
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Melo, Gerard de
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Gutierrez, Claud ...
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show more...
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Kirrane, Sabrina
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Gayo, José Emili ...
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Navigli, Roberto
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Neumaier, Sebast ...
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Ngomo, Axel-Cyri ...
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Polleres, Axel
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Rashid, Sabbir M ...
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Rula, Anisa
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Schmelzeisen, Lu ...
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Sequeda, Juan
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Staab, Steffen
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Zimmermann, Anto ...
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show less...
- About the subject
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Computer and Inf ...
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and Computer Science ...
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Computer and Inf ...
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and Information Syst ...
- Parts in the series
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Synthesis Lectur ...
- By the university
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Linköping University