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Man-Machine Interactions pp 399–406Cite as

Support Vector Classifier with Linguistic Interpretation of the Kernel Matrix in Speaker Verification

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Part of the book series: Advances in Intelligent and Soft Computing ((AINSC,volume 59))

Abstract

The paper shows that support vector classifier with linguistic interpretation of the kernel matrix can be effectively used in speaker verification. The kernel matrix is obtained by means of fuzzy clustering, based on global learning of fuzzy system with logical interpretation of if-then rules and with parametric conclusions. The kernel matrix is data-dependent and may be interpreted in terms of linguistic values related to the premises of if-then rules. Simulation results obtained for SPIDRE corpus are presented for comparison with traditional methods used in speaker verification.

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References

  1. Boser, B.E., Guyon, I.M., Vapnik, V.: A training algorithm for optimal margin classifier. In: Proceedings of the 5th Annual ACM Workshop on Computational Learning Theory, Pittsburgh, US, pp. 144–152 (1992)

    Google Scholar 

  2. Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines (2001), http://www.csie.ntu.edu.tw/~cjlin/libsvm

  3. Czogała, E., Łęski, J.: Fuzzy and Neuro-fuzzy Intelligent Systems. Physica-Verlag, Heidelberg (2000)

    MATH  Google Scholar 

  4. Fan, R.E., Chen, P.H., Lin, C.J.: Working set selection using second order information for training SVM. Journal of Machine Learning Research 6, 1889–1918 (2005)

    MathSciNet  Google Scholar 

  5. Łęski, J.: On support vector regression machines with linguistic interpretation of the kernal matrix. Fuzzy Sets and Systems 157, 1092–1113 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  6. Martin, A., Doddington, F., Kamm, T., Ordowski, M., Przybocki, M.: The DET curve in assesment of detection task performance. In: Proceedings of the 5th European Conference on Speech Communication and Technology, pp. 1895–1898 (1997)

    Google Scholar 

  7. Rabiner, L.R., Schafer, R.W.: Digital processing of speech signals. Prentice Hall, Englewood Cliffs (1978)

    Google Scholar 

  8. Reynolds, D.A.: Speaker identification and verification using gaussian mixture speaker models. Speech Communication 17(1-2), 91–108 (1995)

    Article  Google Scholar 

  9. Vapnik, V.: The Nature of Statistical Learning Theory. Springer, New York (1995)

    MATH  Google Scholar 

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Author information

Authors and Affiliations

  1. Institute of Electronics, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland

    Mariusz Bąk

Authors
  1. Mariusz Bąk
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Editor information

Editors and Affiliations

  1. Silesian University of Technology, Gliwice, Poland

    Krzysztof A. Cyran , Stanisław Kozielski , Urszula Stańczyk  & Alicja Wakulicz-Deja , ,  & 

  2. University of Manitoba, Winnipeg, Canada

    James F. Peters

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© 2009 Springer-Verlag Berlin Heidelberg

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Bąk, M. (2009). Support Vector Classifier with Linguistic Interpretation of the Kernel Matrix in Speaker Verification. In: Cyran, K.A., Kozielski, S., Peters, J.F., Stańczyk, U., Wakulicz-Deja, A. (eds) Man-Machine Interactions. Advances in Intelligent and Soft Computing, vol 59. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-00563-3_42

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  • DOI: https://doi.org/10.1007/978-3-642-00563-3_42

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-00562-6

  • Online ISBN: 978-3-642-00563-3

  • eBook Packages: EngineeringEngineering (R0)

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