Datalog: concepts, history, and outlook

D Maier, KT Tekle, M Kifer, DS Warren - Declarative Logic Programming …, 2018 - dl.acm.org
This chapter is a survey of the history and the main concepts of Datalog. We begin with an
introduction to the language and its use for database definition and querying. We then look …

Federated learning over harmonized data silos

D Stripelis, JL Ambite - International Workshop on Health Intelligence, 2023 - Springer
Federated Learning is a distributed machine learning approach that enables geographically
distributed data silos to collaboratively learn a joint machine learning model without sharing …

On the relationship between shy and warded datalog+/-

T Baldazzi, L Bellomarini, M Favorito… - arxiv preprint arxiv …, 2022 - arxiv.org
Datalog^ E is the extension of Datalog with existential quantification. While its high
expressive power, underpinned by a simple syntax and the support for full recursion …

Existential active integrity constraints

M Calautti, L Caroprese, S Greco, C Molinaro… - Expert Systems with …, 2021 - Elsevier
Active integrity constraints (AICs) are a useful formalism to express integrity constraints and
policies to restore consistency in databases violating them. However, AICs do not allow …

[PDF][PDF] Reasoning on Company Takeovers during the COVID-19 Crisis with Knowledge Graphs.

L Bellomarini, M Benedetti, S Ceri, A Gentili… - RuleML+ RR …, 2020 - ceur-ws.org
When some country takes a disproportionate hit by a largescale turmoil—just like Italy did
during the COVID-19 pandemics—the share prices of its companies plunge. Suddenly, it …

Reasoning under uncertainty in knowledge graphs

L Bellomarini, E Laurenza, E Sallinger… - Rules and Reasoning …, 2020 - Springer
We provide a framework for probabilistic reasoning in Vadalog-based Knowledge Graphs
(KGs), able to satisfy the requirements of ontological reasoning: full recursion, powerful …

[PDF][PDF] Knowledge representation and reasoning: What's hot

C Baral, G De Giacomo - Proceedings of the AAAI Conference on …, 2015 - ojs.aaai.org
Knowledge Representation and Reasoning: What's Hot Page 1 Knowledge Representation
and Reasoning: What’s Hot Chitta Baral Arizona State University Arizona, USA chitta@asu.edu …

Generative datalog with continuous distributions

M Grohe, BL Kaminski, JP Katoen, P Lindner - Journal of the ACM, 2022 - dl.acm.org
Arguing for the need to combine declarative and probabilistic programming, Bárány et
al.(TODS 2017) recently introduced a probabilistic extension of Datalog as a “purely …

A structural benchmark for logical argumentation frameworks

B Yun, S Vesic, M Croitoru, P Bisquert… - Advances in Intelligent …, 2017 - Springer
This paper proposes a practically-oriented benchmark suite for computational
argumentation. We instantiate abstract argumentation frameworks with existential rules, a …

Chasing streams with existential rules

J Urbani, M Krötzsch, T Eiter - arxiv preprint arxiv:2205.02220, 2022 - arxiv.org
We study reasoning with existential rules to perform query answering over streams of data.
On static databases, this problem has been widely studied, but its extension to rapidly …