Basic Probabilistic Ontological Data Exchange with Existential Rules
Abstract
We study the complexity of exchanging probabilistic data between ontology-based probabilistic databases. We consider the Datalog+/- family of languages as ontology and ontology mapping languages, and we assume different compact encodings of the probabilities of the probabilistic source databases via Boolean events. We provide an extensive complexity analysis of the problem of deciding the existence of a probabilistic (universal) solution for a given probabilistic source database relative to a (probabilistic) data exchange problem for the different languages considered.
Cite
Text
Lukasiewicz et al. "Basic Probabilistic Ontological Data Exchange with Existential Rules." AAAI Conference on Artificial Intelligence, 2016. doi:10.1609/AAAI.V30I1.10103Markdown
[Lukasiewicz et al. "Basic Probabilistic Ontological Data Exchange with Existential Rules." AAAI Conference on Artificial Intelligence, 2016.](https://mlanthology.org/aaai/2016/lukasiewicz2016aaai-basic/) doi:10.1609/AAAI.V30I1.10103BibTeX
@inproceedings{lukasiewicz2016aaai-basic,
title = {{Basic Probabilistic Ontological Data Exchange with Existential Rules}},
author = {Lukasiewicz, Thomas and Martinez, Maria Vanina and Predoiu, Livia and Simari, Gerardo I.},
booktitle = {AAAI Conference on Artificial Intelligence},
year = {2016},
pages = {1023-1029},
doi = {10.1609/AAAI.V30I1.10103},
url = {https://mlanthology.org/aaai/2016/lukasiewicz2016aaai-basic/}
}