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.
BibTeX
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.
Tags
Press 'enter' for creating the tagPublication'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)