A survey on provenance: What for? What form? What from?

M Herschel, R Diestelkämper, H Ben Lahmar - The VLDB Journal, 2017 - Springer
Provenance refers to any information describing the production process of an end product,
which can be anything from a piece of digital data to a physical object. While this survey …

Data provenance

B Glavic - Foundations and Trends® in Databases, 2021 - nowpublishers.com
Data provenance has evolved from a niche topic to a mainstream area of research in
databases and other research communities. This article gives a comprehensive introduction …

Data provenance: What next?

P Buneman, WC Tan - ACM SIGMOD Record, 2019 - dl.acm.org
Research into data provenance has been active for almost twenty years. What has it
delivered and where will it go next? What practical impact has it had and what might it have …

Efficient sampling for big provenance

S Moshtaghi Largani, S Lee - Companion Proceedings of the ACM Web …, 2023 - dl.acm.org
Provenance has been studied extensively to explain existing and missing results for many
applications while focusing on scalability and usability challenges. Recently, techniques that …

On explaining confounding bias

B Youngmann, M Cafarella… - 2023 IEEE 39th …, 2023 - ieeexplore.ieee.org
When analyzing large datasets, analysts are often interested in the explanations for
unexpected results produced by their queries. In this work, we focus on aggregate SQL …

Approximate summaries for why and why-not provenance (extended version)

S Lee, B Ludäscher, B Glavic - arXiv preprint arXiv:2002.00084, 2020 - arxiv.org
Why and why-not provenance have been studied extensively in recent years. However, why-
not provenance, and to a lesser degree why provenance, can be very large resulting in …

Putting things into context: Rich explanations for query answers using join graphs

C Li, Z Miao, Q Zeng, B Glavic, S Roy - Proceedings of the 2021 …, 2021 - dl.acm.org
In many data analysis applications there is a need to explain why a surprising or interesting
result was produced by a query. Previous approaches to explaining results have directly or …

Answering why-not group spatial keyword queries

B Zheng, K Zheng, CS Jensen… - … on Knowledge and …, 2018 - ieeexplore.ieee.org
With the proliferation of geo-textual objects on the web, extensive efforts have been devoted
to improving the efficiency of top-k spatial keyword queries in different settings. However …

Going beyond provenance: Explaining query answers with pattern-based counterbalances

Z Miao, Q Zeng, B Glavic, S Roy - Proceedings of the 2019 International …, 2019 - dl.acm.org
Provenance and intervention-based techniques have been used to explain surprisingly high
or low outcomes of aggregation queries. However, such techniques may miss interesting …

[PDF][PDF] Trends in explanations: Understanding and debugging data-driven systems

B Glavic, A Meliou, S Roy - Foundations and Trends® in Databases, 2021 - par.nsf.gov
Humans reason about the world around them by seeking to understand why and how
something occurs. The same principle extends to the technology that so many of human …