Grounding stream reasoning research

P Bonte, JP Calbimonte, D de Leng… - Transactions on Graph …, 2024 - hal.science
In the last decade, there has been a growing interest in applying AI technologies to
implement complex data analytics over data streams. To this end, researchers in various …

I-DLV-sr: a stream reasoning system based on I-DLV

F Calimeri, M Manna, E Mastria, MC Morelli… - Theory and Practice of …, 2021 - cambridge.org
We introduce a novel logic-based system for reasoning over data streams, which relies on a
framework enabling a tight, fine-tuned interaction between Apache Flink and the-DLV …

[HTML][HTML] Stream reasoning with DatalogMTL

PA Wałęga, M Kaminski, D Wang, BC Grau - Journal of Web Semantics, 2023 - Elsevier
We study stream reasoning in DatalogMTL—an extension of Datalog with metric temporal
operators. We propose a sound and complete stream reasoning algorithm that is applicable …

Incremental maintenance of overgrounded logic programs with tailored simplifications

G Ianni, F Pacenza, J Zangari - Theory and Practice of Logic …, 2020 - cambridge.org
The repeated execution of reasoning tasks is desirable in many applicative scenarios, such
as stream reasoning and event processing. When using answer set programming in such …

Towards effective ASP-based stream reasoning: facilitate the reasoning over patterns of events

L Laboccetta, E Mastria, F Calimeri, N Leone… - Proceedings of the 26th …, 2024 - dl.acm.org
In the latest years, Stream Reasoning (SR) has become increasingly relevant in various
scenarios where it is required to reason over heterogeneous and highly dynamic data …

Complex event recognition with Allen relations

P Mantenoglou, D Kelesis… - Proceedings of the …, 2023 - proceedings.kr.org
Contemporary applications require the processing of large, high-velocity streams of
symbolic events derived from sensor data. A complex event recognition (CER) system …

Managing caching strategies for stream reasoning with reinforcement learning

C Dodaro, T Eiter, P Ogris… - Theory and Practice of …, 2020 - cambridge.org
Efficient decision-making over continuously changing data is essential for many application
domains such as cyber-physical systems, industry digitalization, etc. Modern stream …

[PDF][PDF] Stream reasoning with cycles

P Mantenoglou, M Pitsikalis… - Proceedings of the …, 2022 - researchgate.net
Temporal specifications, such as those of multi-agent systems, often include cyclic
dependencies. Moreover, there is an increasing need to evaluate such specifications in an …

EnviroStream: A Stream Reasoning Benchmark for Environmental and Climate Monitoring

E Mastria, F Pacenza, J Zangari, F Calimeri… - Big Data and Cognitive …, 2023 - mdpi.com
Stream Reasoning (SR) focuses on develo** advanced approaches for applying
inference to dynamic data streams; it has become increasingly relevant in various …

Streaming and Quantitative Extensions of Answer Set Programming

RPD Kiesel - 2024 - repositum.tuwien.at
Stream reasoning allows us to draw conclusions in a temporal domain with data that can
change at different time points. By using a stream reasoning framework with syntax and …