Submission Type:
Article in Special Issue (note in cover letter)
Cover Letter:
Dear Editors,
Please find our manuscript entitled "Lattice-based ALC ontology
embeddings with saturation" for your consideration. We submit this
manuscript for the NeSy 2024 special issue as an extended version of
the manuscript "Lattice-based ALC ontology embeddings" published at
the NeSy 2024 conference.
Some neurosymbolic methods have aimed to capture the semantics of
logical axioms in embedding spaces to aid knowledge base
completion. In our previous work at the NeSy 2024 conference, we
introduced an ontology embedding method for ALC description logic. Our
approach materializes a lattice structure of ontology concepts with an
order-preserving embedding, distinguishing it from prior geometric and
fuzzy logic methods.
In this extended version, we extend our method to incorporate partial
saturation rules that increase the information within the materialized
lattice by adding new elements and morphisms to it. We show that the
additional information can enhance the knowledge base completion
task.
Please do not hesitate to contact us should you require any further
information.
Thank you for considering our work.
Sincerely,
The authors.