TY - GEN
T1 - A Decision Criterion to Relocate Codewords for Adaptive Vector Quantization
AU - Takizawa, Hiroyuki
PY - 2003/12/1
Y1 - 2003/12/1
N2 - In many adaptive vector quantization (AVQ) algorithms, codeword relocation is employed for quick adaptation to changes in non-stationary source statistics. However, those algorithms generally determine codeword relocation using heuristically predetermined parameters as thresholds; thereby, their performance seriously depends on parameters. This paper proposes a valid decision criterion whose threshold is automatically adjusted according to optimality of a codebook assessed from the viewpoint of the equidistortion condition. In this paper, an AVQ algorithm is also presented to verify the criterion validity. Experimental results show that the proposed AVQ algorithm can minimize expected distortion and also quickly adapt to changing non-stationary signal sources by properly relocating codewords. Accordingly, validity of the proposed criterion is clarified via experimental results.
AB - In many adaptive vector quantization (AVQ) algorithms, codeword relocation is employed for quick adaptation to changes in non-stationary source statistics. However, those algorithms generally determine codeword relocation using heuristically predetermined parameters as thresholds; thereby, their performance seriously depends on parameters. This paper proposes a valid decision criterion whose threshold is automatically adjusted according to optimality of a codebook assessed from the viewpoint of the equidistortion condition. In this paper, an AVQ algorithm is also presented to verify the criterion validity. Experimental results show that the proposed AVQ algorithm can minimize expected distortion and also quickly adapt to changing non-stationary signal sources by properly relocating codewords. Accordingly, validity of the proposed criterion is clarified via experimental results.
KW - Adaptive vector quantization
KW - Equidistortion principle
KW - Neural networks
KW - Non-stationary signal source
UR - http://www.scopus.com/inward/record.url?scp=1442351307&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=1442351307&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:1442351307
SN - 0889863415
T3 - IASTED International Multi-Conference on Applied Informatics
SP - 262
EP - 268
BT - 21st IASTED International Multi-Conference on Applied Informatics
T2 - 21st IASTED International Multi-Conference on Applied Informatics
Y2 - 10 February 2003 through 13 February 2003
ER -