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Fast LBG Algorithm to Reduce the Computational Complexity  

Kim Dong-Hyun (Dept. of Electronics and Communication Engineering, Kwangwoon Univ.)
Kang Chul-Ho (Dept. of Electronics and Communication Engineering, Kwangwoon Univ.)
Abstract
In this paper, we propose a new method for reducing the number of distance calculations in the LBG (Linde, Buzo, Gray) algorithm, which is widely used method to construct a codebook in vector quantization of speech recognition system. The proposed algorithm can reduce the distance calculation between input vector and codeword by utilizing the observation that codewords are quickly stabilized as the number of iteration increases. From the simulation results, it is shown that we can reduce the running times over $43.77\%$ on average in comparison with current LBG algorithm without sacrificing the performance of codebook.
Keywords
Vector Quantization; Codebook Generation; Clustering Algorithms;
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  • Reference
1 C. D. Bei and R. M. Gray, 'An improvement of the minimum distortion encoding algorithm for vector quantization' , IEEE Trans. Commun., 33, 1132-1133, Oct. 1985   DOI
2 S.-M. Cheng, Lo, K.-T. 'Fast clustering process for vector quantisation codebook design' Electronics Letters, 32(4), 311-312, 15 Feb. 1996   DOI   ScienceOn
3 S. Arya, Mount, D.M, 'Algorithms for fast vector quantization' , Data Compression Conference, 3D, March-2 April 1993
4 Kai Li; Hou-Kuan Huang 'Kun-Lun Li, A modified PCM clustering algorithm', Machine Learning and Cybernetics, 2003 International Conference on 2, 1174-1179 2-5 Nov. 2003
5 A. Gersho and R. M. Gray, Vector Quantization and Signal Compression, (Dordrecht, The Netherlands: Kluwer, 1992)
6 H. Abut, R. Gray and G. Rebolledo, 'Vector quantization of speech and speech-like waveforms' , IEEE Trans. Acoust., Speech, Signal Processing, 30 (3), 423-435, Jun 1982   DOI
7 Y. Lind, A. Buzo, and R. M. Gray, 'An algorithm for vector quantizer design,' IEEE Trans. Commun., 28, 84-95, Jan 1980   DOI
8 S. H. Chen and W. M. Hsieh, 'Fast algorithm for va codebook design,' Proc. Inst. Elect. Eng., 138, 357-362, Oct. 1991