A non-metrical space search algorithm for fast Gaussian vector quantization

Three algorithms to speed up full covariance multivariate Gaussian vector quantizers are presented. The speed-up is achieved by avoiding the distance calculation for a considerable number of codebook classes at each input frame. In two cases, this pruning is guided by thresholds U/sub kappa lambda / which are computed for each class pair in a preprocessing stage. The computation of the U/sub kappa lambda /s from the codebook parameters by the gradient projection method leads to an admissible search strategy. Two of the proposed search procedures trace accuracy for speed. Both of them allow more than fivefold speed-up vector quantization at very low frame error rates, and without any degradation of word accuracy.<<ETX>>

[1]  M. Reza Soleymani,et al.  A fast MMSE encoding technique for vector quantization , 1989, IEEE Trans. Commun..

[2]  Robert M. Gray,et al.  An Improvement of the Minimum Distortion Encoding Algorithm for Vector Quantization , 1985, IEEE Trans. Commun..

[3]  M. Reza Soleymani,et al.  An Efficient Nearest Neighbor Search Method , 1987, IEEE Trans. Commun..

[4]  Robert M. Gray,et al.  An Algorithm for Vector Quantizer Design , 1980, IEEE Trans. Commun..

[5]  Allen Gersho,et al.  Fast search algorithms for vector quantization and pattern matching , 1984, ICASSP.

[6]  Michael T. Orchard,et al.  A fast nearest-neighbor search algorithm , 1991, [Proceedings] ICASSP 91: 1991 International Conference on Acoustics, Speech, and Signal Processing.

[7]  Sadaoki Furui,et al.  Speaker-independent isolated word recognition using dynamic features of speech spectrum , 1986, IEEE Trans. Acoust. Speech Signal Process..

[8]  J. B. Rosen The gradient projection method for nonlinear programming: Part II , 1961 .

[9]  Xiaolin Wu A tree-structured locally optimal vector quantizer , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[10]  Stan Davis,et al.  Comparison of Parametric Representations for Monosyllabic Word Recognition in Continuously Spoken Se , 1980 .

[11]  Xuedong Huang,et al.  Semi-continuous hidden Markov models for speech signals , 1990 .

[12]  Allen Gersho,et al.  A fast codebook search algorithm for nearest-neighbor pattern matching , 1986, ICASSP '86. IEEE International Conference on Acoustics, Speech, and Signal Processing.

[13]  Heinrich Niemann,et al.  An efficient branch-and-bound nearest neighbour classifier , 1988, Pattern Recognition Letters.

[14]  Heinrich Niemann,et al.  Klassifikation von Mustern , 1983 .