Knowledge graph embeddings for dealing with concept drift in machine learning

J Chen, F Lecue, JZ Pan, S Deng, H Chen - Journal of Web Semantics, 2021 - Elsevier
Data stream learning has been largely studied for extracting knowledge structures from
continuous and rapid data records. As data is evolving on a temporal basis, its underlying …

Integrating statistical machine learning in a semantic sensor web for proactive monitoring and control

JA Adeleke, D Moodley, G Rens, AO Adewumi - Sensors, 2017 - mdpi.com
Proactive monitoring and control of our natural and built environments is important in various
application scenarios. Semantic Sensor Web technologies have been well researched and …

Querying temporal databases via OWL 2 QL

S Klarman, T Meyer - International Conference on Web Reasoning and …, 2014 - Springer
SQL: 2011, the most recently adopted version of the SQL query language, has
unprecedentedly standardized the representation of temporal data in relational databases …

A combined approach to incremental reasoning for EL ontologies

Y Ren, JZ Pan, I Guclu, M Kollingbaum - International Conference on Web …, 2016 - Springer
Due to the dynamic nature of knowledge and data in semantic applications, ontology
incremental reasoning technologies are essential for ontology management systems …

Using ontology-based data access to enable context recognition in the presence of incomplete information

V Thost - KI-Künstliche Intelligenz, 2017 - Springer
Ontologies play an important role as a semantic layer for data access in various areas such
as the Semantic Web, medicine, and enterprise applications. They capture the terminology …

Temporal conjunctive query answering in the extended DL-Lite family

S Borgwardt, V Thost - arXiv preprint arXiv:2003.09508, 2020 - arxiv.org
Ontology-based query answering (OBQA) augments classical query answering in databases
by domain knowledge encoded in an ontology. Systems for OBQA use the ontological …

[PDF][PDF] Complexity of Temporal Query Abduction in DL-Lite.

S Klarman, T Meyer - Description Logics, 2014 - Citeseer
Temporal query abduction is the problem of hypothesizing a minimal set of temporal data
which, given some fixed background knowledge, warrants the entailment of the query. This …

[PDF][PDF] A semantic sensor web framework for proactive environmental monitoring and control.

JA Adeleke - 2017 - academia.edu
Observing and monitoring of the natural and built environments is crucial for maintaining
and preserving human life. Environmental monitoring applications typically incorporate …