Unsupervised Learning of Semantic Relations between Concepts of a Molecular Biology Ontology

Ciaramita, Massimiliano; Gangemi, Aldo; Ratsch, Esther; Saric, Jasmin; Rojas, Isabel

Unsupervised Learning of Semantic Relations between Concepts of a Molecular Biology Ontology

Massimiliano Ciaramita, Aldo Gangemi, Esther Ratsch, Jasmin Saric, Isabel Rojas

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Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence. Pages 659-663.

Abstract

In this paper we present an unsupervised model for learning arbitrary relations between concepts of a molecular biology ontology for the purpose of supporting text mining and manual ontology building. Relations between named-entities are learned from the GENIA corpus by means of several standard natural language processing techniques. An in-depth analysis of the output of the system shows that the model is accurate and has good potentials for text mining and ontology building applications.

Massimiliano Ciaramita, Aldo Gangemi, Esther Ratsch, Jasmin Saric, and Isabel Rojas. 2005. Unsupervised Learning of Semantic Relations between Concepts of a Molecular Biology Ontology. In Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, IJCAI-05. IJCAI, 659–663. https://ijcai.org/proceedings/2005/178

@inproceedings{ijcai2005p178,
  title     = {Unsupervised Learning of Semantic Relations between Concepts of a Molecular Biology Ontology},
  author    = {Ciaramita, Massimiliano and Gangemi, Aldo and Ratsch, Esther and Saric, Jasmin and Rojas, Isabel},
  booktitle = {Proceedings of the Nineteenth International Joint Conference on
               Artificial Intelligence, {IJCAI-05}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  pages     = {659--663},
  year      = {2005},
  url       = {https://ijcai.org/proceedings/2005/178},
}

TY  - CPAPER
TI  - Unsupervised Learning of Semantic Relations between Concepts of a Molecular Biology Ontology
AU  - Ciaramita, Massimiliano
AU  - Gangemi, Aldo
AU  - Ratsch, Esther
AU  - Saric, Jasmin
AU  - Rojas, Isabel
T2  - Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, IJCAI-05
PB  - International Joint Conferences on Artificial Intelligence
PY  - 2005
SP  - 659
EP  - 663
UR  - https://ijcai.org/proceedings/2005/178
ER  -