Machine knowledge: Creation and curation of comprehensive knowledge bases

G Weikum, XL Dong, S Razniewski… - … and Trends® in …, 2021 - nowpublishers.com
Equipping machines with comprehensive knowledge of the world's entities and their
relationships has been a longstanding goal of AI. Over the last decade, large-scale …

Predicting completeness in knowledge bases

L Galárraga, S Razniewski, A Amarilli… - Proceedings of the tenth …, 2017 - dl.acm.org
Knowledge bases such as Wikidata, DBpedia, or YAGO contain millions of entities and facts.
In some knowledge bases, the correctness of these facts has been evaluated. However …

Completeness, Recall, and Negation in Open-World Knowledge Bases: A Survey

S Razniewski, H Arnaout, S Ghosh… - ACM Computing …, 2024 - dl.acm.org
General-purpose knowledge bases (KBs) are a cornerstone of knowledge-centric AI. Many
of them are constructed pragmatically from web sources and are thus far from complete. This …

[PDF][PDF] But what do we actually know?

S Razniewski, F Suchanek, W Nutt - Proceedings of the 5th …, 2016 - aclanthology.org
Abstract Knowledge bases such as Wikidata, DBpedia, YAGO, or the Google Knowledge
Vault collect a vast number of facts about the world. But while quite some facts are known …

Data quality: The role of empiricism

S Sadiq, T Dasu, XL Dong, J Freire, IF Ilyas… - ACM SIGMOD …, 2018 - dl.acm.org
We outline a call to action for promoting empiricism in data quality research. The action
points result from an analysis of the landscape of data quality research. The landscape …

Are all people married? Determining obligatory attributes in knowledge bases

J Lajus, FM Suchanek - Proceedings of the 2018 World Wide Web …, 2018 - dl.acm.org
An attribute is obligatory for a class in a Knowledge Base (KB), if all instances of the class
have the attribute in the real world. For example, hasBirthDate is an obligatory attribute for …

Representativeness of knowledge bases with the generalized Benford's law

A Soulet, A Giacometti, B Markhoff… - The Semantic Web–ISWC …, 2018 - Springer
Abstract Knowledge bases (KBs) such as DBpedia, Wikidata, and YAGO contain a huge
number of entities and facts. Several recent works induce rules or calculate statistics on …

[PDF][PDF] 大数据可用性的研究进展

李建中, 王宏志, 高宏 - 软件学报, 2016 - jos.org.cn
信息技术的迅速发展, 催生了大数据时代的到来. 大数据已经成为信息社会的重要财富,
为人们更深入地感知, 认识和控制物理世界提供了前所未有的丰富信息. 然而随着数据规模的 …

Estimating the impact of unknown unknowns on aggregate query results

Y Chung, ML Mortensen, C Binnig… - ACM Transactions on …, 2018 - dl.acm.org
It is common practice for data scientists to acquire and integrate disparate data sources to
achieve higher quality results. But even with a perfectly cleaned and merged data set, two …

Enabling fine-grained RDF data completeness assessment

F Darari, S Razniewski, RE Prasojo, W Nutt - Web Engineering: 16th …, 2016 - Springer
Nowadays, more and more RDF data is becoming available on the Semantic Web. While the
Semantic Web is generally incomplete by nature, on certain topics, it already contains …