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| Format: | Artículo científico |
| Language: | en |
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Sociedad Española para el Procesamiento del Lenguaje Natural
2011
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| Online Access: | https://www.redalyc.org/articulo.oa?id=515751747021 |
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| _version_ | 1866579187227164672 |
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| author | Daniel Cruz Cavalieri |
| author_facet | Daniel Cruz Cavalieri |
| contents | A Part-of-Speech Tag Clustering for a Word Prediction System in Portuguese Language Daniel Cruz Cavalieri Teodiano Freire Bastos Filho Mário Sarcinelli Filho Sira Elena Palazuelos Cagigas Javier Macías Guarasa José L. Martín Sánchez Computación of Part optimization speech clustering vector space model This paper presents an automatic method for reducing the part-of-speech tagset to be considered by a word prediction system in Portuguese. The method is based on a similarity measure applied to a association matrix, generated by employing a odds ratio association measure in the bigrams of parts-of-speech (bipos) probability distribution in a corpus. The results reported in this paper show that using the proposed clustering method with an appropriate threshold value over the similarity has the potential to improve the word prediction system. Moreover, it makes possible to use new clustering techniques such as fuzzy clustering. The results also show that when using a word prediction system based on a syntactic model, the clustering cannot be performed between the major syntactic categories, even if the clusters generated seem correct from a linguistic point of view. 2011 artículo científico 1135-5948 https://www.redalyc.org/articulo.oa?id=515751747021 en http://www.redalyc.org/revista.oa?id=5157 Procesamiento del Lenguaje Natural application/pdf Sociedad Española para el Procesamiento del Lenguaje Natural Procesamiento del Lenguaje Natural (España) Num.47 |
| format | Artículo científico |
| id | redalyc_515751747021 |
| language | en |
| publishDate | 2011 |
| publisher | Sociedad Española para el Procesamiento del Lenguaje Natural |
| spellingShingle | A Part-of-Speech Tag Clustering for a Word Prediction System in Portuguese Language Daniel Cruz Cavalieri Computación of Part optimization speech clustering vector space model A Part-of-Speech Tag Clustering for a Word Prediction System in Portuguese Language Daniel Cruz Cavalieri Teodiano Freire Bastos Filho Mário Sarcinelli Filho Sira Elena Palazuelos Cagigas Javier Macías Guarasa José L. Martín Sánchez Computación of Part optimization speech clustering vector space model This paper presents an automatic method for reducing the part-of-speech tagset to be considered by a word prediction system in Portuguese. The method is based on a similarity measure applied to a association matrix, generated by employing a odds ratio association measure in the bigrams of parts-of-speech (bipos) probability distribution in a corpus. The results reported in this paper show that using the proposed clustering method with an appropriate threshold value over the similarity has the potential to improve the word prediction system. Moreover, it makes possible to use new clustering techniques such as fuzzy clustering. The results also show that when using a word prediction system based on a syntactic model, the clustering cannot be performed between the major syntactic categories, even if the clusters generated seem correct from a linguistic point of view. 2011 artículo científico 1135-5948 https://www.redalyc.org/articulo.oa?id=515751747021 en http://www.redalyc.org/revista.oa?id=5157 Procesamiento del Lenguaje Natural application/pdf Sociedad Española para el Procesamiento del Lenguaje Natural Procesamiento del Lenguaje Natural (España) Num.47 |
| title | A Part-of-Speech Tag Clustering for a Word Prediction System in Portuguese Language |
| topic | Computación of Part optimization speech clustering vector space model |
| url | https://www.redalyc.org/articulo.oa?id=515751747021 |