Causes for Query Answers from Databases: Datalog Abduction, View-Updates, and Integrity Constraints

11/06/2016
by   Leopoldo Bertossi, et al.
0

Causality has been recently introduced in databases, to model, characterize, and possibly compute causes for query answers. Connections between QA-causality and consistency-based diagnosis and database repairs (wrt. integrity constraint violations) have already been established. In this work we establish precise connections between QA-causality and both abductive diagnosis and the view-update problem in databases, allowing us to obtain new algorithmic and complexity results for QA-causality. We also obtain new results on the complexity of view-conditioned causality, and investigate the notion of QA-causality in the presence of integrity constraints, obtaining complexity results from a connection with view-conditioned causality. The abduction connection under integrity constraints allows us to obtain algorithmic tools for QA-causality.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/20/2016

Causes for Query Answers from Databases, Datalog Abduction and View-Updates: The Presence of Integrity Constraints

Causality has been recently introduced in databases, to model, character...
research
06/01/2017

Paths to Unconventional Computing: Causality in Complexity

I describe my path to unconventionality in my exploration of theoretical...
research
06/13/2015

Query-Answer Causality in Databases: Abductive Diagnosis and View-Updates

Causality has been recently introduced in databases, to model, character...
research
04/17/2017

The Causality/Repair Connection in Databases: Causality-Programs

In this work, answer-set programs that specify repairs of databases are ...
research
12/29/2009

Why so? or Why no? Functional Causality for Explaining Query Answers

In this paper, we propose causality as a unified framework to explain qu...
research
07/31/2023

Attribution-Scores in Data Management and Explainable Machine Learning

We describe recent research on the use of actual causality in the defini...
research
10/25/2017

Sufficient and necessary causation are dual

Causation has been the issue of philosophic debate since Hippocrates. Re...

Please sign up or login with your details

Forgot password? Click here to reset