The relationship between trust in AI and trustworthy machine learning technologies
To design and develop AI-based systems that users and the larger public can justifiably
trust, one needs to understand how machine learning technologies impact trust. To guide …
trust, one needs to understand how machine learning technologies impact trust. To guide …
A survey on provenance: What for? What form? What from?
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 …
Interpretable visual reasoning: A survey
Visual reasoning refers to the process of solving questions about visual information. At
present, most visual reasoning models are mainly based on deep learning and end-to-end …
present, most visual reasoning models are mainly based on deep learning and end-to-end …
Debugging database queries: A survey of tools, techniques, and users
Database management systems (or DBMSs) have been around for decades, and yet are still
difficult to use, particularly when trying to identify and fix errors in user programs (or queries) …
difficult to use, particularly when trying to identify and fix errors in user programs (or queries) …
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 …
Representing web graphs
S Raghavan, H Garcia-Molina - Proceedings 19th International …, 2003 - ieeexplore.ieee.org
A Web repository is a large special-purpose collection of Web pages and associated
indexes. Many useful queries and computations over such repositories involve traversal and …
indexes. Many useful queries and computations over such repositories involve traversal and …
Query-oriented data cleaning with oracles
As key decisions are often made based on information contained in a database, it is
important for the database to be as complete and correct as possible. For this reason, many …
important for the database to be as complete and correct as possible. For this reason, many …
Why not yet: Fixing a top-k ranking that is not fair to individuals
This work considers why-not questions in the context of top-k queries and score-based
ranking functions. Following the popular linear scalarization approach for multi-objective …
ranking functions. Following the popular linear scalarization approach for multi-objective …
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 …
On explaining confounding bias
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 …