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Partial least squares for word confidence estimation in machine translation

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Partial least squares for word confidence estimation in machine translation

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González Rubio, J.; Navarro Cerdán, JR.; Casacuberta Nolla, F. (2013). Partial least squares for word confidence estimation in machine translation. En Pattern Recognition and Image Analysis. Springer Verlag (Germany). 500-508. https://doi.org/10.1007/978-3-642-38628-2_59

Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/39685

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Title: Partial least squares for word confidence estimation in machine translation
Author: González Rubio, Jesús Navarro Cerdán, José Ramón Casacuberta Nolla, Francisco
UPV Unit: Universitat Politècnica de València. Departamento de Estadística e Investigación Operativa Aplicadas y Calidad - Departament d'Estadística i Investigació Operativa Aplicades i Qualitat
Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació
Issued date:
Abstract:
We present a new technique to estimate the reliability of the words in automatically generated translations. Our approach addresses confidence estimation as a classification problem where a confidence score is to be predicted ...[+]
Subjects: Machine translation , Word confidence estimation , Statistical multivariate analysis , Partial least squares discriminant analysis
Copyrigths: Reserva de todos los derechos
ISBN: 978-3-642-38627-5
Source:
Pattern Recognition and Image Analysis. (issn: 0302-9743 )
DOI: 10.1007/978-3-642-38628-2_59
Publisher:
Springer Verlag (Germany)
Publisher version: http://link.springer.com/chapter/10.1007/978-3-642-38628-2_59
Series: Lecture Notes in Computer Science;7887
Project ID:
info:eu-repo/grantAgreement/EC/FP7/287576/EU
MICINN/TIN2009-14205-C04-02
GV/PROMETEO/2009/014
Description: The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-642-38628-2_59
Thanks:
Work supported by the European Union Seventh Framework Program (FP7/2007-2013) under the CasMaCat project (grants agreement no 287576), by Spanish MICINN under TIASA (TIN2009-14205-C04-02) project, and by the Generalitat ...[+]
Type: Capítulo de libro

References

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Ueffing, N., Macherey, K., Ney, H.: Confidence measures for statistical machine translation. In: Proc. of the MT Summit, pp. 394–401. Springer (2003)

Sanchis, A., Juan, A., Vidal, E.: Estimation of confidence measures for machine translation. In: Proc. of the Machine Translation Summit, pp. 407–412 (2007)

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