Skip to main content

Model Fusion Experiments for the CLSR Task at CLEF 2007

  • Conference paper

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

Abstract

This paper presents the participation of the University of Ottawa group in the Cross-Language Speech Retrieval (CL-SR) task at CLEF 2007. We present the results of the submitted runs for the English collection. We have used two Information Retrieval systems in our experiments: SMART and Terrier, with two query expansion techniques: one based on a thesaurus and the second one based on blind relevant feedback. We proposed two novel data fusion methods for merging the results of several models (retrieval schemes available in SMART and Terrier). Our experiments showed that the combination of query expansion methods and data fusion methods helps to improve the retrieval performance. We also present cross-language experiments, where the queries are automatically translated by combining the results of several online machine translation tools. Experiments on indexing the manual summaries and keywords gave the best retrieval results.

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

Buying options

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

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Alzghool, M., Inkpen, D.: Experiments for the Cross Language Speech Retrieval Task at CLEF 2006. In: Proceedings of CLEF 2006. LNCS, vol. 4730, pp. 778–785. Springer, Heidelberg (2006)

    Google Scholar 

  2. Amati, G., van Rijsbergen, C.J.: Probabilistic models of information retrieval based on measuring the divergence from randomness. ACM Transactions on Information Systems 20(4), 357–389 (2002)

    Article  Google Scholar 

  3. Buckley, C., Salton, G., Allan, J.: Automatic retrieval with locality information using SMART. In: Text REtrieval Conference (TREC-1), March, pp. 59–72 (1993)

    Google Scholar 

  4. Carpineto, C., de Mori, R., Romano, G., Bigi, B.: An information-theoretic approach to automatic query expansion. ACM Transactions on Information Systems (TOIS) 19(1), 1–27 (2001)

    Article  Google Scholar 

  5. Fox, E.A., Shaw, J.A.: Combination of multiple searches. In: Proceedings of the Third Text REtrieval Conference (TREC-3), vol. 500-215, National Institute of Standards and Technology Special Publication (1994)

    Google Scholar 

  6. Inkpen, D., Alzghool, M., Islam, A.: Using various indexing schemes and multiple translations in the CL-SR task at CLEF 2005. In: Peters, C., Gey, F.C., Gonzalo, J., Müller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M., Giampiccolo, D. (eds.) CLEF 2005. LNCS, vol. 4022. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  7. Lee, J.H.: Combining multiple evidence from different properties of weighting schemes. In: Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 180–188 (1995)

    Google Scholar 

  8. Oard, D.W., Soergel, D., Doermann, D., Huang, X., Murray, G.C., Wang, J., Ramabhadran, B., Franz, M., Gustman, S.: Building an Information Retrieval Test Collection for Spontaneous Conversational Speech. In: Proceedings of SIGIR (2004)

    Google Scholar 

  9. Ounis, I., Amati, G., Plachouras, V., He, B., Macdonald, C., Johnson, D.: Terrier Information Retrieval Platform. In: Losada, D.E., Fernández-Luna, J.M. (eds.) ECIR 2005. LNCS, vol. 3408. Springer, Heidelberg (2005), http://ir.dcs.gla.ac.uk/wiki/Terrier

    Google Scholar 

  10. Pecina, P., Hoffmannová, P., Jones, G.J.F., Zhang, Y., Oard, D.W.: Overview of the CLEF-2007 Cross Language Speech Retrieval Track. In: Working Notes of the CLEF 2007 Evaluation, Budapest, Hungary, 11 pages (2007)

    Google Scholar 

  11. Salton, G., Buckley, C.: Term-weighting approaches in automatic retrieval. Information Processing and Management 24(5), 513–523 (1988)

    Article  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

Alzghool, M., Inkpen, D. (2008). Model Fusion Experiments for the CLSR Task at CLEF 2007. 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_88

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-85760-0_88

  • 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