An overview of methods and tools for ontology learning from texts

Gómez-Pérez, A. and Manzano-Macho, D. (2004). An overview of methods and tools for ontology learning from texts. "Knowledge Engineering Review", v. 19 (n. 3); pp. 187-212. ISSN 1469-8005. https://doi.org/10.1017/S0269888905000251.

Description

Title: An overview of methods and tools for ontology learning from texts
Author/s:
  • Gómez-Pérez, A.
  • Manzano-Macho, D.
Item Type: Article
Título de Revista/Publicación: Knowledge Engineering Review
Date: September 2004
ISSN: 1469-8005
Volume: 19
Subjects:
Faculty: Facultad de Informática (UPM)
Department: Inteligencia Artificial
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

Ontology learning aims at reducing the time and efforts in the ontology development process. In recent years several methods and tools have been proposed to speed up this process using different sources of information and different techniques. In this paper we have reviewed methods and tools for semi-automatically building ontologies from texts and their relationships with the techniques each method follows. The methods have been grouped according to the main techniques followed and three groups have been identified one based on linguistics one on statistics and one on machine learning. Regarding the tools the criterion for grouping them which has been the main aim of the tool is to distinguish what elements of the ontology can be learned with each tool. ccording to this we have identified three kinds of tools: tools for learning relations tools for learning new concepts and assisting tools for building up taxonomies.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainTIC-2001–2745UnspecifiedUnspecifiedUnspecified

More information

Item ID: 72445
DC Identifier: https://oa.upm.es/72445/
OAI Identifier: oai:oa.upm.es:72445
DOI: 10.1017/S0269888905000251
Official URL: https://www.cambridge.org/core/journals/knowledge-engineering-review/article/an-overview-of-methods-and-tools-for-ontology-learning-from-texts/8A80EE642E82BD657655CCF3CC8E49B0
Deposited by: Biblioteca Facultad de Informatica
Deposited on: 24 Jan 2023 15:57
Last Modified: 24 Jan 2023 15:57
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