Log-Linear Description Logics

Niepert, Mathias; Noessner, Jan; Stuckenschmidt, Heiner

doi:10.5591/978-1-57735-516-8/IJCAI11-359

Log-Linear Description Logics

Mathias Niepert, Jan Noessner, Heiner Stuckenschmidt

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Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 2153-2157.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-359

Abstract

Log-linear description logics are a family of probabilistic logics integrating various concepts and methods from the areas of knowledge representation and reasoning and statistical relational AI. We define the syntax and semantics of log-linear description logics, describe a convenient representation as sets of first-order formulas, and discuss computational and algorithmic aspects of probabilistic queries in the language. The paper concludes with an experimental evaluation of an implementation of a log-linear DL reasoner.

Mathias Niepert, Jan Noessner, and Heiner Stuckenschmidt. 2011. Log-Linear Description Logics. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 2153–2157. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-359

@inproceedings{ijcai2011p359,
  title     = {Log-Linear Description Logics},
  author    = {Niepert, Mathias and Noessner, Jan and Stuckenschmidt, Heiner},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {2153--2157},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-359},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-359},
}

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TI  - Log-Linear Description Logics
AU  - Niepert, Mathias
AU  - Noessner, Jan
AU  - Stuckenschmidt, Heiner
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 2153
EP  - 2157
DO  - 10.5591/978-1-57735-516-8/IJCAI11-359
UR  - https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-359
ER  -