Improving the Retrieval Performance by Using the Distance-Based Bigrams

Authors

  • Pakinee Aimmanee School of Information, Computer, and Communication Technology Sirindhorn International Institute of Technology Thammasat University
  • Thanaruk Theeramunkong School of Information, Computer, and Communication Technology Sirindhorn International Institute of Technology Thammasat University

DOI:

https://doi.org/10.37936/ecti-eec.201081.172043

Keywords:

Distance-Based Bigram, Vector Space Model, Information Retrieval

Abstract

In this paper, we discuss a new way to improve retrieval performance using a special type of bigrams called Distance-based Bigram (DB). DB is a word pair whose distance between the two components is greater than or equal to one. DB allows us to find documents that express a phrase or a sentence differently from a query. The results show that DB combined with unigram performs significantly better than the unigram and bigram when the first few correct documents are needed.

References

[1] Thomas K. Landauder, P.W.F., Laham, D.: Introduction to latent semantic analysis. Discourses Processes 25 (1998) 259–284

[2] Berry, M.W., Dumais, S.T., O’Brien, G.W.: Using linear algebra for intelligent information retrieval. SIAM Review 37 (1995) 573–595

[3] Pirkola, A., Keskustalo, H., Leppanen, E., Kansala, A.P., Jarvelin, K.: Targeted s-gram matching: a novel n-gram matching technique for crossand mono-lingual form variants. Information
Process Management 4 (2002) 231–255

[4] Burkhardt, S., Karkkainen, J.: Better filtering with a gapped q-grams. Fundamenta Informaticae 56(1/2) (2003) 51–70

[5] Ian H. Witten, Alistair Moffat, T.C.B.: Managing Gigabytes: Compressing and Indexing Documents and Images. Van Nostrand Reinhold (1994)

[6] Michael Berry, Zhang Drmac, E.R.J.: Matrices, vector spaces, and information retrieval. SIAM Review 41 (1999) 335–862

Downloads

Published

2009-08-01

How to Cite

Aimmanee, P., & Theeramunkong, T. (2009). Improving the Retrieval Performance by Using the Distance-Based Bigrams. ECTI Transactions on Electrical Engineering, Electronics, and Communications, 8(1), 106–112. https://doi.org/10.37936/ecti-eec.201081.172043