Asymptotic results from the statistical theory of -means clustering are applied to problems of vector quantization. The behavior of quantizers constructed from long training sequences of data is analyzed by relating it to the consistency problem for -means.
Keywords :
Quantization (signal); Signal quantization; Data analysis; Distortion measurement; Helium; Image sequence analysis; Labeling; Multidimensional systems; Statistics; Vector quantization;