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 …
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 …
databases and other research communities. This article gives a comprehensive introduction …
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 …
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 …
unexpected results produced by their queries. In this work, we focus on aggregate SQL …
Approximate summaries for why and why-not provenance (extended version)
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 …
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
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 …
result was produced by a query. Previous approaches to explaining results have directly or …
Answering why-not group spatial keyword queries
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 …
to improving the efficiency of top-k spatial keyword queries in different settings. However …
Going beyond provenance: Explaining query answers with pattern-based counterbalances
Provenance and intervention-based techniques have been used to explain surprisingly high
or low outcomes of aggregation queries. However, such techniques may miss interesting …
or low outcomes of aggregation queries. However, such techniques may miss interesting …
[PDF][PDF] Trends in explanations: Understanding and debugging data-driven systems
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 …
something occurs. The same principle extends to the technology that so many of human …