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Local Transpositions in Alignment of Polyphonic Musical Sequences

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String Processing and Information Retrieval (SPIRE 2007)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 4726))

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Abstract

Music retrieval systems based on melodic similarity consider sequences of notes. Adaptations of edit-based algorithms, mainly applied in bioinformatic applications, to the musical domain lead to promising results. However, new problems are raised when considering polyphonic music. Existing representations of notes do not allow retrieval systems to be transposition invariant. In this article, we propose a new dynamic programming algorithm that permits to take into account multiple local transpositions. Experiments with MIREX collections have been performed to evaluate the improvements induced by this algorithm. The results clearly show the contribution of this algorithm: it is confirmed as the most accurate solution for a music retrieval system based on alignment algorithm to be transposition invariant.

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References

  1. Sankoff, D., Kruskal, J.B.: Time Wraps, Strings Edits, and Macromolecules: the Theory and Practice of Sequence Comparison, University of Montreal, Quebec, Canada. Addison-Wesley Publishing Company, Reading (1983)

    Google Scholar 

  2. Gusfield, D.: Algorithms on Strings, Trees and Sequences - Computer Science and Computational Biology. Cambridge University Press, Cambridge (1997)

    MATH  Google Scholar 

  3. Ukkonen, E., Lemström, K., Mäkinen, V.: Geometric Algorithms for Transposition Invariant Content-Based Music Retrieval. In: Proc. of the 4th International Conference on Music Information Retrieval, Baltimore, USA, pp. 193–199 (2003)

    Google Scholar 

  4. Typke, R., Veltkamp, R.C., Wiering, F.: Searching Notated Polyphonic Music Using Transportation Distances. In: Proceedings of the ACM Multimedia Conference, New-York, USA, October 2004, pp. 128–135. ACM Press, New York (2004)

    Google Scholar 

  5. Doraisamy, S., Rger, S.: Robust Polyphonic Music Retrieval with N-grams. Journal of Intelligent Information Systems 21(1), 53–70 (2003)

    Article  Google Scholar 

  6. Uitdenbogerd, A.L.: Music Information Retrieval Technology. PhD thesis, RMIT University, Melbourne, Victoria, Australia (July 2002)

    Google Scholar 

  7. Ferraro, P., Hanna, P.: Optimizations of Local Edition for Evaluating Similarity Between Monophonic Musical Sequences. In: Proc. of the 8th International Conference on Information Retrieval (RIAO), Pittsburgh, PA, USA (May 2007)

    Google Scholar 

  8. Needleman, S., Wunsch, C.: A General Method Applicable to the Search for Similarities in the Amino Acid Sequences of Two Proteins. Journal of Molecular Biology 48, 443–453 (1970)

    Article  Google Scholar 

  9. Wagner, R.A., Fisher, M.J.: The String-to-String Correction Problem. Journal of the association for computing machinery 21, 168–173 (1974)

    MATH  MathSciNet  Google Scholar 

  10. Levenshtein, V.I.: Binary codes capable of correcting deletions, insertions and reversals. Sov. Phys. Dokl. 6, 707–710 (1966)

    MathSciNet  Google Scholar 

  11. Smith, T.F., Waterman, M.S.: Identification of Common Molecular Subsequences. Journal of Molecular Biology 147, 195–197 (1981)

    Article  Google Scholar 

  12. Downie, J.S., West, K., Ehmann, A.F., Vincent, E.: The 2005 Music Information retrieval Evaluation Exchange (MIREX 2005): Preliminary Overview. In: ISMIR, pp. 320–323 (2005)

    Google Scholar 

  13. Hanna, P., Ferraro, P.: Polyphonic Music Retrieval by Local Edition of Quotiented Sequences. In: CBMI 2007. Proceedings of the 5th International Workshop on Content-Based Multimedia Indexing, Bordeaux, France (June 2007)

    Google Scholar 

  14. Typke, R., den Hoed, M., de Nooijer, J., Wiering, F., Veltkamp, R.C.: A Ground Truth For Half A Million Musical Incipits. Journal of Digital Information Management 3(1), 34–39 (2005)

    Google Scholar 

  15. Typke, R., Veltkamp, R.C., Wiering, F.: A Measure for Evaluating Retrieval Techniques Based on Partially Ordered Ground Truth Lists. In: Proc. of the International Conference on Multimedia and Expo, Toronto, Canada, pp. 128–135 (2006)

    Google Scholar 

  16. Uitdenbogerd, A.: Variations on Local Alignment for Specific Query Types. In: 2nd Music Information Retrieval Evaluation eXchange, Victoria, Canada (2006)

    Google Scholar 

  17. Typke, R., Veltkamp, R.C., Wiering, F.: MIREX Symbolic Melodic Similarity and Query by Singing/Humming. In: 2nd Music Information Retrieval Evaluation eXchange, Victoria, Canada (2006)

    Google Scholar 

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Nivio Ziviani Ricardo Baeza-Yates

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© 2007 Springer-Verlag Berlin Heidelberg

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Allali, J., Ferraro, P., Hanna, P., Iliopoulos, C. (2007). Local Transpositions in Alignment of Polyphonic Musical Sequences. In: Ziviani, N., Baeza-Yates, R. (eds) String Processing and Information Retrieval. SPIRE 2007. Lecture Notes in Computer Science, vol 4726. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-75530-2_3

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  • DOI: https://doi.org/10.1007/978-3-540-75530-2_3

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-75529-6

  • Online ISBN: 978-3-540-75530-2

  • eBook Packages: Computer ScienceComputer Science (R0)

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