ACCELERATION OF THE LBG ALGORITHM

被引:17
作者
WU, XL [1 ]
GUAN, L [1 ]
机构
[1] UNIV WATERLOO,DEPT SYST DESIGN ENGN,WATERLOO N2L 3G1,ONTARIO,CANADA
基金
加拿大自然科学与工程研究理事会;
关键词
D O I
10.1109/TCOMM.1994.582833
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A concentric spherical search technique is proposed to speed up the clustering process in VQ design. A linear data structure is incorporated into the LBG algorithm to keep and update the information about the proximity among the codewords. This proximity information can significantly reduce the number of candidate codewords to be the closest to a given training vector. An improved k-means type VQ design algorithm is proposed based on the new search technique and the supporting data structure. The new algorithm is simple to implement, valid for general error metric, and demonstrated by our experiments to be considerably faster than previous algorithms.
引用
收藏
页码:1518 / 1523
页数:6
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