Provenance documentation to enable explainable and trustworthy AI: A literature review

A Kale, T Nguyen, FC Harris Jr, C Li, J Zhang… - Data Intelligence, 2023 - direct.mit.edu
Recently artificial intelligence (AI) and machine learning (ML) models have demonstrated
remarkable progress with applications developed in various domains. It is also increasingly …

Wikidata: a free collaborative knowledgebase

D Vrandečić, M Krötzsch - Communications of the ACM, 2014 - dl.acm.org
Wikidata: a free collaborative knowledgebase Page 1 78 COMMUNICATIONS OF THE ACM |
OCTOBER 2014 | VOL. 57 | NO. 10 contributed articles DOI:10.1145/2629489 This …

Provenance in databases: Why, how, and where

J Cheney, L Chiticariu, WC Tan - Foundations and Trends® …, 2009 - nowpublishers.com
Different notions of provenance for database queries have been proposed and studied in
the past few years. In this article, we detail three main notions of database provenance …

Integrating conflicting data: the role of source dependence

XL Dong, L Berti-Equille, D Srivastava - Proceedings of the VLDB …, 2009 - dl.acm.org
Many data management applications, such as setting up Web portals, managing enterprise
data, managing community data, and sharing scientific data, require integrating data from …

Data integration: After the teenage years

B Golshan, A Halevy, G Mihaila, WC Tan - Proceedings of the 36th ACM …, 2017 - dl.acm.org
The field of data integration has expanded significantly over the years, from providing a
uniform query and update interface to structured databases within an enterprise to the ability …

The foundations for provenance on the web

L Moreau - Foundations and Trends® in Web Science, 2010 - nowpublishers.com
Provenance, ie, the origin or source of something, is becoming an important concern, since it
offers the means to verify data products, to infer their quality, to analyse the processes that …

Dependencies revisited for improving data quality

W Fan - Proceedings of the twenty-seventh ACM SIGMOD …, 2008 - dl.acm.org
Dependency theory is almost as old as relational databases themselves, and has
traditionally been used to improve the quality of schema, among other things. Recently there …

[HTML][HTML] The rationale of PROV

L Moreau, P Groth, J Cheney, T Lebo, S Miles - Journal of Web Semantics, 2015 - Elsevier
The prov family of documents are the final output of the World Wide Web Consortium
Provenance Working Group, chartered to specify a representation of provenance to facilitate …

Query by output

QT Tran, CY Chan, S Parthasarathy - Proceedings of the 2009 ACM …, 2009 - dl.acm.org
It has recently been asserted that the usability of a database is as important as its capability.
Understanding the database schema, the hidden relationships among attributes in the data …

[PDF][PDF] Big data curation

A Freitas, E Curry - New horizons for a data-driven economy: A …, 2016 - library.oapen.org
One of the key principles of data analytics is that the quality of the analysis is dependent on
the quality of the information analysed. Gartner estimates that more than 25% of critical data …