A proposal for annotation , semantic similarity and classification of textual documents

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by Emmanuel Nauer, Amedeo Napoli
Abstract:
In this paper, we present an approach for classifying documents based on the notion of a semantic similarity and the effective representation of the content of the documents. The content of a document is annotated and the resulting annotation is represented by a labeled tree whose nodes and edges are represented by concepts lying within a domain ontology. A reasoning process may be carried out on annotation trees, allowing the comparison of documents between each others, for classification or information retrieval purposes. An algorithm for classifying documents with respect to semantic similarity and a discussion conclude the paper.
Reference:
A proposal for annotation , semantic similarity and classification of textual documents (Emmanuel Nauer, Amedeo Napoli), Chapter in Artificial Intelligence: Methodology, Systems, and Applications, Springer, 2006.
Bibtex Entry:
@incollection{Nauer,
abstract = {In this paper, we present an approach for classifying documents based on the notion of a semantic similarity and the effective representation of the content of the documents. The content of a document is annotated and the resulting annotation is represented by a labeled tree whose nodes and edges are represented by concepts lying within a domain ontology. A reasoning process may be carried out on annotation trees, allowing the comparison of documents between each others, for classification or information retrieval purposes. An algorithm for classifying documents with respect to semantic similarity and a discussion conclude the paper.},
author = {Nauer, Emmanuel and Napoli, Amedeo},
booktitle = {Artificial Intelligence: Methodology, Systems, and Applications},
keywords = {SML-LIB-BIBLIO,content-based classification of documents,document annotation,domain ontology,lang:ENG,semantic similarity},
mendeley-tags = {SML-LIB-BIBLIO,lang:ENG},
pages = {201----212},
publisher = {Springer},
title = {{A proposal for annotation , semantic similarity and classification of textual documents}},
year = {2006}
}
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