Skip to main content

Amharic-English Information Retrieval with Pseudo Relevance Feedback

  • Conference paper
Book cover Advances in Multilingual and Multimodal Information Retrieval (CLEF 2007)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5152))

Included in the following conference series:

Abstract

We describe cross language retrieval experiments using Amharic queries and English language d ocument collection. Two monolingual and eight bilingual runs were submitted with variations in terms of usage of long and short queries, presence of pseudo relevance feedback (PRF), and approaches for word sense disambiguation (WSD). We used an Amharic-English machine readable dictionary (MRD), and an online Amharic-English dictionary for lookup translation of query terms. Out of dictionary Amharic query terms were considered as possible named entities, and further filtering was attained through restricted fuzzy matching based on edit distance which is calculated against automatically extracted English proper names. The obtained results indicate that longer queries tend to perform similar to short ones, PRF improves performance considerably, and that queries tend to fare better with WSD rather than using maximal expansion of terms by taking all the translations given in the MRD.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Aklilu, A.: Amharic English Dictionary. Mega Publishing Enterprise, Ethiopia (1981)

    Google Scholar 

  2. Argaw, A.A., Asker, L.: An amharic stemmer: Reducing words to their citation forms. In: Proceedings of the 2007 Workshop on Computational Approaches to Semitic Languages: Common Issues and Resources, Prague, Czech Republic, June 2007, pp. 104–110. Association for Computational Linguistics (2007)

    Google Scholar 

  3. Argaw, A.A., Asker, L., Cöster, R., Karlgren, J., Sahlgren, M.: Dictionary-based amharic-french information retrieval. In: Peters, C., Gey, F.C., Gonzalo, J., Muller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M. (eds.) CLEF 2005. LNCS, vol. 4022, pp. 83–92. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  4. Manning, C.D., Raghavan, P., Schutze, H.: Introduction to Information Retrieval. Cambridge University Press, Cambridge (2008)

    Google Scholar 

  5. Shaalan, K., Raza, H.: Person name entity recognition for arabic. In: Proceedings of the 2007 Workshop on Computational Approaches to Semitic Languages: Common Issues and Resources, Prague, Czech Republic, June 2007, pp. 17–24. Association for Computational Linguistics (2007)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Carol Peters Valentin Jijkoun Thomas Mandl Henning Müller Douglas W. Oard Anselmo Peñas Vivien Petras Diana Santos

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Argaw, A.A. (2008). Amharic-English Information Retrieval with Pseudo Relevance Feedback. In: Peters, C., et al. Advances in Multilingual and Multimodal Information Retrieval. CLEF 2007. Lecture Notes in Computer Science, vol 5152. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-85760-0_15

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-85760-0_15

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-85759-4

  • Online ISBN: 978-3-540-85760-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics