Quotation Hogan, Aidan, Blomqvist, Eva, Cochez, Michael, de Melo, Gerard, Gutierrez, Claudio, Kirrane, Sabrina, Labra Gayo, José Emilio, Navigli, Roberto, Neumaier, Sebastian, Ngonga Ngomo, Axel-Cyrille, Polleres, Axel, Rashid, Sabbir M., Rula, Anisa, Schmelzeisen, Lukas, Sequeda, Juan, Staab, Steffen, Zimmermann, Antoine. 2021. Knowledge Graphs. ACM Computing Surveys. 54 1-37.


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Abstract

In this article, we provide a comprehensive introduction to knowledge graphs, which have recently garnered significant attention from both industry and academia in scenarios that require exploiting diverse, dynamic, large-scale collections of data. After some opening remarks, we motivate and contrast various graph-based data models, as well as languages used to query and validate knowledge graphs. We explain how knowledge can be represented and extracted using a combination of deductive and inductive techniques. We conclude with high-level future research directions for knowledge graphs.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Journal article
Journal ACM Computing Surveys
Citation Index SCI
WU Journalrating 2009 A
WU-Journal-Rating new INF-A, STRAT-B, WH-B
Language English
Title Knowledge Graphs
Volume 54
Year 2021
Page from 1
Page to 37
URL https://dl.acm.org/doi/pdf/10.1145/3447772
DOI http://dx.doi.org/10.1145/3447772
Open Access N

Associations

People
Kirrane, Sabrina (Details)
Neumaier, Sebastian (Details)
Polleres, Axel (Details)
External
Blomqvist, Eva (Linköping University, Sweden)
Cochez, Michael (Vrije Universiteit and Discovery Lab, Elsevier, Netherlands)
de Melo, Gerard (Rutgers University, United States/USA)
Gutierrez, Claudio (Universidad de Chile, Chile)
Hogan, Aidan (Universidad de Chile;, Chile)
Labra Gayo, José Emilio (Universidad de Oviedo,, Spain)
Navigli, Roberto (Sapienza University of Rome, Italy)
Ngonga Ngomo, Axel-Cyrille (Paderborn University, Germany)
Rashid, Sabbir M. (Tetherless World Constellation, Rensselaer Polytechnic Institute, United States/USA)
Rula, Anisa (University of Milano-Bicocca, Italy)
Schmelzeisen, Lukas (Universität Stuttgart, Germany)
Sequeda, Juan (data.world, United States/USA)
Staab, Steffen (Universität Stuttgart, Germany)
Zimmermann, Antoine (École des mines de Saint-Étienne, France)
Organization
Institute for Information Systems and New Media IN (Details)
Research areas (ÖSTAT Classification 'Statistik Austria')
1108 Informatics (Details)
1109 Information and data processing (Details)
1122 Artificial intelligence (Details)
1138 Information systems (Details)
1146 Management information systems (Details)
5255 Data security and data privacy (Details)
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