Automatic Building of an Ontology from a Corpus of Text Documents Using Data Mining Tools

In this paper we show a procedure to build automatically an ontology from a corpus of text documents without external help such as dictionaries or thesauri. The method proposed finds relevant concepts in the form of multi-words in the corpus and non-hierarchical relations between them in an unsupervised manner.

[1]  Hinrich Schütze,et al.  Book Reviews: Foundations of Statistical Natural Language Processing , 1999, CL.

[2]  Patrick Pantel,et al.  DIRT @SBT@discovery of inference rules from text , 2001, KDD '01.

[3]  Alberto J. Cañas,et al.  A TEORIA SUBJACENTE AOS MAPAS CONCEITUAIS E COMO ELABORÁ-LOS E USÁ-LOS * THE THEORY UNDERLYING CONCEPT MAPS AND HOW TO CONSTRUCT AND USE THEM , 2010 .

[4]  David Faure,et al.  Knowledge Acquisition of Predicate Argument Structures from Technical Texts Using Machine Learning: The System ASIUM , 1999, EKAW.

[5]  Hinrich Schütze,et al.  Introduction to information retrieval , 2008 .

[6]  Philipp Cimiano,et al.  Ontology Learning from Text: Methods, Evaluation and Applications , 2005 .

[7]  Paul Buitelaar,et al.  A Protégé Plug-In for Ontology Extraction from Text Based on Linguistic Analysis , 2004, ESWS.

[8]  Steffen Staab,et al.  Discovering Conceptual Relations from Text , 2000, ECAI.

[9]  Marti A. Hearst.  Automatic Acquisition of Hyponyms from Large Text Corpora , 1992, COLING.

[10]  Emanuele Della Valle,et al.  An Introduction to Information Retrieval , 2013 .

[11]  Steffen Staab,et al.  Learning Concept Hierarchies from Text Corpora using Formal Concept Analysis , 2005, J. Artif. Intell. Res..

[12]  Ramakrishnan Srikant,et al.  Fast Algorithms for Mining Association Rules in Large Databases , 1994, VLDB.

[13]  José Francisco Martínez Trinidad,et al.  CLASITEX: A Tool for Knowledge Discovery from Texts , 1998, PKDD.

[14]  Johanna Völker,et al.  Ontologies on demand? : A description of the state-of-the-art, applications, challenges and trends for ontology learning from text , 2006 .

[15]  cvu,et al.  Patrones de crecimiento en la generación de información en discos duros , 2009 .

[16]  Thomas R. Gruber,et al.  A translation approach to portable ontology specifications , 1993, Knowl. Acquis..