Provenance is often used to validate data, by verifying its origin and explaining its derivation. When searching for “causes ” of tuples in the query results or in general observations, the analysis of lineage becomes an essential tool for providing such justifications. However, lineage can quickly grow very large, limiting its immediate use for providing intuitive explanations to the user. The formal notion of causality is a more refined concept that identifies causes for observations based on user-defined criteria, and that assigns to them gradual degrees of responsibility based on their respective contributions. In this paper, we initiate a discussion on causality in databases, give some simple definitions, and motivate this formalism th...
The provenance of data has recently been recognized as central to the trust one places in data. It i...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
The open provenance architecture approach to the challenge was distinct in several regards. In parti...
Provenance is often used to validate data, by verifying its origin and explaining its derivation. Wh...
When querying a database, a user may not always obtain the expected results, and the system could pr...
Provenance, or information about the sources, derivation, custody or history of data, has been stud-...
Provenance, or information about the sources, derivation, custody or history of data, has been stud-...
Causality has been recently introduced in databases, to model, characterize and possibly compute cau...
In this work, answer-set programs that specify repairs of databases are used as a basis for solving ...
Provenance refers to information about the origin of a piece of data and the process that led to its...
In this work we establish and investigate connections between causality for query answers in databas...
In this work we establish and investigate connections between causality for query answers in databas...
Causality has been recently introduced in databases, to model, characterize, and possibly compute ca...
This article explores the combined application of inductive learning algorithms and causal inference...
With the proliferation of database views and curated databases, the issue of data provenance # wher...
The provenance of data has recently been recognized as central to the trust one places in data. It i...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
The open provenance architecture approach to the challenge was distinct in several regards. In parti...
Provenance is often used to validate data, by verifying its origin and explaining its derivation. Wh...
When querying a database, a user may not always obtain the expected results, and the system could pr...
Provenance, or information about the sources, derivation, custody or history of data, has been stud-...
Provenance, or information about the sources, derivation, custody or history of data, has been stud-...
Causality has been recently introduced in databases, to model, characterize and possibly compute cau...
In this work, answer-set programs that specify repairs of databases are used as a basis for solving ...
Provenance refers to information about the origin of a piece of data and the process that led to its...
In this work we establish and investigate connections between causality for query answers in databas...
In this work we establish and investigate connections between causality for query answers in databas...
Causality has been recently introduced in databases, to model, characterize, and possibly compute ca...
This article explores the combined application of inductive learning algorithms and causal inference...
With the proliferation of database views and curated databases, the issue of data provenance # wher...
The provenance of data has recently been recognized as central to the trust one places in data. It i...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
The open provenance architecture approach to the challenge was distinct in several regards. In parti...