Rank Reduction For Signal Modelling And Parameter Estimation/sup */

Flank reduction is developed as a general principle for trading off niodel bias and model variance in analysis and synthesis of signals. The principle is applied to three basic problems: st,at,ionary t.ime series modeling, stationary time series whikning, and vector quantization. Each problem brings its own surprises and insights.