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# Knowledge-Graphs (KGs)

This repository contains material for students that are starting with Knowledge Graphs.

## What is a Knowledge Graph (KG)
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### Books
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- Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d'Amato, Gerard de Melo, Claudio Gutiérrez, Sabrina Kirrane, José Emilio Labra Gayo, Roberto Navigli, Sebastian Neumaier, Axel-Cyrille Ngonga Ngomo, Axel Polleres, Sabbir M. Rashid, Anisa Rula, Lukas Schmelzeisen, Juan F. Sequeda, Steffen Staab, Antoine Zimmermann: **Knowledge Graphs**. ACM Comput. Surv. 54(4): 71:1-71:37 (2021) - [Pdf](https://arxiv.org/pdf/2003.02320.pdf)
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- Dieter Fensel, Umutcan Simsek, Kevin Angele, Elwin Huaman, Elias Kärle, Oleksandra Panasiuk, Ioan Toma, Jürgen Umbrich, Alexander Wahler: **Knowledge Graphs - Methodology, Tools and Selected Use Cases**. Springer 2020, ISBN 978-3-030-37438-9, pp. 1-147 - [Pdf](https://git.uibk.ac.at/c7031263/knowledge-graphs/-/tree/main/material)
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- Gerhard Weikum, Xin Luna Dong, Simon Razniewski, Fabian M. Suchanek: **Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases**. Found. Trends Databases 10(2-4): 108-490 (2021) - [Pdf](https://arxiv.org/pdf/2009.11564.pdf)
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### Slides
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- Heiko Paulheim: **Public Knowledge Graphs** - [Pdf](https://www.uni-mannheim.de/media/Einrichtungen/dws/Files_Teaching/Semantic_Web_Technologies/HWS2020/Lectures/SWT06-Knowledge-Graphs-v1.pdf)
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- Labra Gayo: **Validating RDF data: Challenges and perspectives** - [Pdf](https://www.slideshare.net/jelabra/validating-rdf-data-challenges-and-perspectives)
  - Content: Knowledge Graphs & RDF & SPARQL & Validation
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## Knowledge Graph Assessment
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- Amrapali Zaveri, Anisa Rula, Andrea Maurino, Ricardo Pietrobon, Jens Lehmann, Sören Auer: **Quality assessment for Linked Data: A Survey**. Semantic Web 7(1): 63-93 (2016) - [Pdf](http://www.semantic-web-journal.net/system/files/swj773.pdf)
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- Jeremy Debattista, Christoph Lange, Sören Auer, Dominic Cortis: **Evaluating the quality of the LOD cloud: An empirical investigation**. Semantic Web 9(6): 859-901 (2018) - [Pdf](http://semantic-web-journal.net/system/files/swj1757.pdf)
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  - [Demo online](http://jerdeb.github.io/lodqa/index.html): LOD Cloud Quality Assessment 
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- Michael Färber, Frederic Bartscherer, Carsten Menne, Achim Rettinger: **Linked data quality of DBpedia, Freebase, OpenCyc, Wikidata, and YAGO**. Semantic Web 9(1): 77-129 (2018) - [Pdf](http://www.semantic-web-journal.net/system/files/swj1465.pdf)
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- Michael Färber, Achim Rettinger: **Which Knowledge Graph Is Best for Me?** CoRR abs/1809.11099 (2018) - [Pdf](https://arxiv.org/pdf/1809.11099.pdf)
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- Jeremy Debattista, Sören Auer, Christoph Lange: **Luzzu - A Methodology and Framework for Linked Data Quality Assessment**. ACM J. Data Inf. Qual. 8(1): 4:1-4:32 (2016) - [Pdf](https://dl.acm.org/doi/pdf/10.1145/2992786)
  - GitHub repository: [https://github.com/Luzzu/Framework](https://github.com/Luzzu/Framework)
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## Knowledge Graph Cleaning
- Heiko Paulheim: **Knowledge graph refinement: A survey of approaches and evaluation methods**. Semantic Web 8(3): 489-508 (2017) - [Pdf](http://www.semantic-web-journal.net/system/files/swj1167.pdf)
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- José Emilio Labra Gayo, Eric Prud'hommeaux, Iovka Boneva, Dimitris Kontokostas: **Validating RDF Data**. Synthesis Lectures on the Semantic Web: Theory and Technology, Morgan & Claypool Publishers 2017 - [HTML](http://book.validatingrdf.com/)
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## Knowledge Graph Enrichment

## Projects
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More detailed information can be seen in the *Projects* folder.
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### Assessing Knowledge Graphs
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- Jeremy Debattista, Judie Attard, Rob Brennan, Declan O'Sullivan: **Is the LOD cloud at risk of becoming a museum for datasets? Looking ahead towards a fully collaborative and sustainable LOD cloud**. WWW (Companion Volume) 2019: 850-858 - [Pdf](http://doras.dcu.ie/24657/1/main.pdf)
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  - LOD Cloud Experiments (2018) [Python Test GitHub](https://github.com/jerdeb/lodexperiments/blob/master/LOD%20Cloud%20metadata%20experiments.ipynb)
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- Anisa Rula, Amrapali Zaveri:**Methodology for Assessment of Linked Data Quality**. LDQ@SEMANTICS 2014 - [Pdf](http://ceur-ws.org/Vol-1215/paper-04.pdf)
- Jeremy Debattista, Sören Auer, Christoph Lange: **Luzzu - A Methodology and Framework for Linked Data Quality Assessment**. ACM J. Data Inf. Qual. 8(1): 4:1-4:32 (2016) - [Pdf](https://dl.acm.org/doi/pdf/10.1145/2992786)
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- Flemming, A. (2011). Qualitätsmerkmale von Linked Data-veröffentlichenden Datenquellen. Dissertation, Diplomarbeit ([EN] Quality Criteria for Linked Data Sources - [DE] Qualitätsmerkmale von Linked Data-veröentlichenden Datenquellen). [Pdf](http://www.dbis.informatik.hu-berlin.de/fileadmin/research/papers/diploma_seminar_thesis/Diplomarbeit_Annika_Flemming.pdf) 
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### Shaping Knowledge Graphs 
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- **Schema inference on Wikidata** (Master thesis) [Pdf](https://www.wikidata.org/wiki/Q57385555)
- José Emilio Labra Gayo, Eric Prud'hommeaux, Iovka Boneva, Dimitris Kontokostas: **Validating RDF Data**. Synthesis Lectures on the Semantic Web: Theory and Technology, Morgan & Claypool Publishers 2017 - [HTML](http://book.validatingrdf.com/)
  - Free Book: [HTML Version](http://book.validatingrdf.com/)