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Comparison of Ensemble Classifiers in Extracting Synonymous Chinese Transliteration Pairs from Web

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Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6729))

Abstract

There is no transliteration standard across all Chinese language regions, including China, Hong Kong, and Taiwan, and variations in Chinese transliteration have thus arisen in the process of transliterating foreign languages (English, for instance) into the Chinese language. In this paper, we compare several ensemble classifiers in confirminga pair, that is, a transliteration and another term, whether it is synonymous. We construct a new confirmation framework to confirm whether a pair of a Chinese transliteration and another Chinese term is synonymous. The presented framework is applied to extract synonymous transliteration pairs from a real-world Web corpus; this is valuable to build a new database of synonymous transliterations or support search engines so that they can return much more complete documents as Web search results to increase the usages in practice.Experiments show that our integrated confirmation framework is effective and robust in confirming and extracting pairs of Chinese transliteration following the collection of synonymous transliterations from the Web corpus.

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References

  1. Freund, Y., Schapire, R.E.: Experiments with a new boosting algorithm. In: Proceedings of the 13th International Conference on Machine Learning, pp. 148–156 (1996)

    Google Scholar 

  2. Breiman, L.: Bagging Predictors. Machine Learning 24, 123–140 (1996)

    MATH  Google Scholar 

  3. Hsu, C.C., Chen, C.H., Shih, T.T., Chen, C.K.: Measuring similarity between transliterations against noise data. ACM Transactions on Asian Language Information Processing 6, 1–20 (2007)

    Article  Google Scholar 

  4. Lin, W.H., Chen, H.H.: Similarity measure in backward transliteration between different character sets and its applications to CLIR. In: Proceedings of Research on Computational Linguistics Conference XIII, Taipei, Taiwan, pp. 97–113 (2000)

    Google Scholar 

  5. Kondrak, G.: Phonetic alignment and similarity. Computers and the Humanities 37, 273–291 (2003)

    Article  Google Scholar 

  6. Connolly, J.H.: Quantifying target-realization differences. Clinical Linguistics & Phonetics, 267–298 (1997)

    Google Scholar 

  7. Gao, W., Wong, K.-F., Lam, W.: Phoneme-based transliteration of foreign names for OOV problem. In: Su, K.-Y., Tsujii, J., Lee, J.-H., Kwong, O.Y. (eds.) IJCNLP 2004. LNCS (LNAI), vol. 3248, pp. 110–119. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  8. Sun, Y., Wang, Y., Wong, A.K.C.: Boosting an associative classifier. IEEE Transactions on Knowledge and Data Engineering 18, 988–992 (2006)

    Article  Google Scholar 

  9. Hsu, C.C., Chen, C.H.: Mining Synonymous Transliterations from the World Wide Web. ACM Transactions on Asian Language Information Processing 9(1), 1–28 (2010)

    Article  Google Scholar 

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© 2011 Springer-Verlag Berlin Heidelberg

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Chen, CH., Hsu, CC. (2011). Comparison of Ensemble Classifiers in Extracting Synonymous Chinese Transliteration Pairs from Web. In: Tan, Y., Shi, Y., Chai, Y., Wang, G. (eds) Advances in Swarm Intelligence. ICSI 2011. Lecture Notes in Computer Science, vol 6729. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21524-7_28

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  • DOI: https://doi.org/10.1007/978-3-642-21524-7_28

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21523-0

  • Online ISBN: 978-3-642-21524-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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