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Volumn 51, Issue 11, 2009, Pages 1065-1081

Probabilistic scoring using decision trees for fast and scalable speaker recognition

Author keywords

Biometric authentication; Decision trees; Embedded systems; Resource constraint; Speaker recognition

Indexed keywords

ACOUSTIC FEATURES; ALGORITHMIC COMPLEXITY; BASELINE SYSTEMS; BIOMETRIC AUTHENTICATION; CLASSIFICATION TREES; COMPARATIVE EXPERIMENTS; COMPUTATIONAL COSTS; EMBEDDED DEVICE; EQUAL ERROR RATE; EXECUTION TIME; LOG-LIKELIHOOD RATIOS; LOW COSTS; LOW-COMPLEXITY; NEW APPROACHES; RESOURCE CONSTRAINT; SCORE FUNCTION; SPEAKER IDENTIFICATION; SPEAKER RECOGNITION; TREE LEAVES; TREE-BASED;

EID: 67651002134     PISSN: 01676393     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.specom.2009.02.007     Document Type: Article
Times cited : (4)

References (31)
  • 2
    • 0141702107 scopus 로고    scopus 로고
    • Feature and score normalization for speaker verification of cellular data
    • Barras, C., Gauvain, J.-L., 2003. Feature and score normalization for speaker verification of cellular data. In: IEEE ICASSP'03, Vol. 2, 2003, pp. 49-52.
    • (2003) IEEE ICASSP'03 , vol.2 , pp. 49-52
    • Barras, C.1    Gauvain, J.-L.2
  • 3
    • 0034848877 scopus 로고    scopus 로고
    • Learning the decision function for speaker verification
    • Bengio, S., Mariethoz, J., 2001. Learning the decision function for speaker verification. In: IEEE ICASSP'01, Vol. 1, 2001, pp. 425-428.
    • (2001) IEEE ICASSP'01 , vol.1 , pp. 425-428
    • Bengio, S.1    Mariethoz, J.2
  • 6
    • 67650806759 scopus 로고    scopus 로고
    • A tree-based approach for score computation in speaker verification
    • Blouet, R., Bimbot, F., 2001. A tree-based approach for score computation in speaker verification. In: Workshop Speaker Odyssey, 2001, pp. 223-227.
    • (2001) Workshop Speaker Odyssey , pp. 223-227
    • Blouet, R.1    Bimbot, F.2
  • 7
    • 0027297381 scopus 로고
    • Vector quantization for the efficient computation of continuous density likelihoods
    • Bocchieri, E., 1993. Vector quantization for the efficient computation of continuous density likelihoods. In: IEEE ICASSP'93, Vol. 2, 1993, pp. 692-695.
    • (1993) IEEE ICASSP'93 , vol.2 , pp. 692-695
    • Bocchieri, E.1
  • 9
    • 0036289656 scopus 로고    scopus 로고
    • Generalized linear discriminant sequence kernels for speaker recognition
    • Campbell, W., 2002. Generalized linear discriminant sequence kernels for speaker recognition. In: IEEE ICASSP'02, 2002, pp. 161-164.
    • (2002) IEEE ICASSP'02, 2002 , pp. 161-164
    • Campbell, W.1
  • 10
    • 85185394934 scopus 로고    scopus 로고
    • Fusing discriminative and generative methods for speaker recognition: Experiments on switchboard and NRI/NTO field data
    • ISCA
    • Campbell, W.M., Reynolds, D.A., Campbell, J.P., 2004. Fusing discriminative and generative methods for speaker recognition: experiments on switchboard and NRI/NTO field data. In: Odyssey: The Speaker and Language Recognition Workshop, ISCA, 2004, pp. 41-44.
    • (2004) Odyssey: The Speaker and Language Recognition Workshop , pp. 41-44
    • Campbell, W.M.1    Reynolds, D.A.2    Campbell, J.P.3
  • 11
    • 0002629270 scopus 로고
    • Maximum-likelihood from incomplete data via em algorithm
    • Dempster A., Laird N., and Rubin D. Maximum-likelihood from incomplete data via em algorithm. J. Statist. Soc. Amer. 39 (1977) 1-38
    • (1977) J. Statist. Soc. Amer. , vol.39 , pp. 1-38
    • Dempster, A.1    Laird, N.2    Rubin, D.3
  • 12
    • 0028204659 scopus 로고
    • Speaker recognition using neural networks and conventional classifiers
    • Farrell K.R., Mammone R.J., and Assaleh K.T. Speaker recognition using neural networks and conventional classifiers. IEEE Trans. Speech Audio Process. 2 11 (1994) 194-205
    • (1994) IEEE Trans. Speech Audio Process. , vol.2 , Issue.11 , pp. 194-205
    • Farrell, K.R.1    Mammone, R.J.2    Assaleh, K.T.3
  • 13
    • 0029725761 scopus 로고    scopus 로고
    • The bucket box intersection (BBI) algorithm for fast approximative evaluation of diagonal mixture Gaussians
    • Fritsch, J., Rogina, I., 1996. The bucket box intersection (BBI) algorithm for fast approximative evaluation of diagonal mixture Gaussians. In: IEEE ICASSP'96, Vol. 2, 1996, pp. 837-840.
    • (1996) IEEE ICASSP'96 , vol.2 , pp. 837-840
    • Fritsch, J.1    Rogina, I.2
  • 14
    • 0019555090 scopus 로고
    • Cepstral analysis technique for automatic speaker verification
    • Furui S. Cepstral analysis technique for automatic speaker verification. IEEE Trans. Acoust. Speech Signal Process. 19 2 (1981) 254-272
    • (1981) IEEE Trans. Acoust. Speech Signal Process. , vol.19 , Issue.2 , pp. 254-272
    • Furui, S.1
  • 15
    • 0033097333 scopus 로고    scopus 로고
    • State-based Gaussian selection in large vocabulary continuous speech recognition using HMMS
    • Gales M., Knill K., and Young S. State-based Gaussian selection in large vocabulary continuous speech recognition using HMMS. IEEE Trans. Speech Audio Process. 7 2 (1999) 152-161
    • (1999) IEEE Trans. Speech Audio Process. , vol.7 , Issue.2 , pp. 152-161
    • Gales, M.1    Knill, K.2    Young, S.3
  • 16
    • 0028419019 scopus 로고
    • Maximum A Posteriori estimation for multivariate Gaussian mixture observations of Markov chains
    • Gauvain J., and Lee C. Maximum A Posteriori estimation for multivariate Gaussian mixture observations of Markov chains. IEEE Trans. Speech Audio Process. 2 2 (1994)
    • (1994) IEEE Trans. Speech Audio Process. , vol.2 , Issue.2
    • Gauvain, J.1    Lee, C.2
  • 18
    • 0034274591 scopus 로고    scopus 로고
    • A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms
    • citeseer.ist.psu.edu/lim00comparison.html
    • Lim T.-S., Loh W.-Y., and Shih Y.-S. A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms. Mach. Learn. 40 3 (2000) 203-228. http://citeseer.ist.psu.edu/lim00comparison.html citeseer.ist.psu.edu/lim00comparison.html
    • (2000) Mach. Learn. , vol.40 , Issue.3 , pp. 203-228
    • Lim, T.-S.1    Loh, W.-Y.2    Shih, Y.-S.3
  • 19
    • 0001355166 scopus 로고    scopus 로고
    • A study of computation speed-ups of the GMM-UBM speaker recognition system
    • McLaughlin, J., Reynolds, D.A., Gleason, T., 1999. A study of computation speed-ups of the GMM-UBM speaker recognition system. In: EUROSPEECH'99, Vol. 3, 1999, pp. 1215-1218.
    • (1999) EUROSPEECH'99 , vol.3 , pp. 1215-1218
    • McLaughlin, J.1    Reynolds, D.A.2    Gleason, T.3
  • 21
    • 0000229628 scopus 로고
    • A system for induction of oblique decision trees
    • citeseer.ist.psu.edu/murthy94system.html
    • Murthy S.K., Kasif S., and Salzberg S. A system for induction of oblique decision trees. J. Artif. Intell. Res. 2 (1994) 1-32. http://citeseer.ist.psu.edu/murthy94system.html citeseer.ist.psu.edu/murthy94system.html
    • (1994) J. Artif. Intell. Res. , vol.2 , pp. 1-32
    • Murthy, S.K.1    Kasif, S.2    Salzberg, S.3
  • 24
    • 0032207163 scopus 로고    scopus 로고
    • An efficient scoring algorithm for Gaussian Mixture Model based speaker identification
    • Pellom B.L., and Hansen H.L. An efficient scoring algorithm for Gaussian Mixture Model based speaker identification. IEEE Signal Process. Lett. 5 11 (1998) 281-285
    • (1998) IEEE Signal Process. Lett. , vol.5 , Issue.11 , pp. 281-285
    • Pellom, B.L.1    Hansen, H.L.2
  • 25
    • 0033884858 scopus 로고    scopus 로고
    • Speaker verification using adapted Gaussian Mixture Models
    • Reynolds D., Quatieri T., and Dunn R. Speaker verification using adapted Gaussian Mixture Models. Digital Signal Process. 10 1-3 (2000)
    • (2000) Digital Signal Process. , vol.10 , Issue.1-3
    • Reynolds, D.1    Quatieri, T.2    Dunn, R.3
  • 27
    • 0141590314 scopus 로고    scopus 로고
    • Svmsvm: Support Vector Machine speaker verification methodology
    • Wan, V., Renals, S., Svmsvm: Support Vector Machine speaker verification methodology. In: IEEE ICASSP'03, Vol. 2, 2003, pp. 221-224.
    • (2003) IEEE ICASSP'03 , vol.2 , pp. 221-224
    • Wan, V.1    Renals, S.2
  • 28
    • 0041360472 scopus 로고    scopus 로고
    • Efficient text-independent speaker verification with structural Gaussian Mixture Models and neural network
    • Xiang B., and Berger T. Efficient text-independent speaker verification with structural Gaussian Mixture Models and neural network. IEEE Trans. Speech Audio Process. 11 5 (2003) 447-456
    • (2003) IEEE Trans. Speech Audio Process. , vol.11 , Issue.5 , pp. 447-456
    • Xiang, B.1    Berger, T.2
  • 30
    • 34047192938 scopus 로고    scopus 로고
    • Kurtosis normalization after short-time Gaussianization for robust speaker verification
    • 2006
    • Xie, Y., Dai, B., Sun, J., 2006. Kurtosis normalization after short-time Gaussianization for robust speaker verification. In: World Congress on Intelligent Control and Automation,WCICA 2006, Vol. 2, 2006, pp. 9463-9467.
    • (2006) World Congress on Intelligent Control and Automation,WCICA , vol.2 , pp. 9463-9467
    • Xie, Y.1    Dai, B.2    Sun, J.3
  • 31
    • 33646778856 scopus 로고    scopus 로고
    • Combining selection tree with observation reordering pruning for efficient speaker identification using GMM-UBM
    • Xiong, Z., Zheng, F.T., Song, Z., Wu, W., 2005. Combining selection tree with observation reordering pruning for efficient speaker identification using GMM-UBM. In: IEEE ICASSP'05, Vol. 1, 2005, pp. 625-628.
    • (2005) IEEE ICASSP'05 , vol.1 , pp. 625-628
    • Xiong, Z.1    Zheng, F.T.2    Song, Z.3    Wu, W.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.