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Ontology reasoning with deep neural networks

Abstract:

The ability to conduct logical reasoning is a fundamental aspect of intelligent human behavior, and thus an important problem along the way to human-level artificial intelligence. Traditionally, logic-based symbolic methods from the field of knowledge representation and reasoning have been used to equip agents with capabilities that resemble human logical reasoning qualities. More recently, however, there has been an increasing interest in using machine learning rather than logic-based symbol...

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Publication status:
Published
Peer review status:
Peer reviewed

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Files:
Publisher copy:
10.1613/jair.1.11661

Authors


More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
ORCID:
0000-0002-7644-1668
Publisher:
AI Access Foundation Publisher's website
Journal:
Journal of Artificial Intelligence Research Journal website
Volume:
68
Pages:
503-540
Publication date:
2020-07-07
Acceptance date:
2020-05-07
DOI:
EISSN:
1943-5037
ISSN:
1076-9757
Language:
English
Keywords:
Pubs id:
1046554
Local pid:
pubs:1046554
Deposit date:
2020-07-08

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