Title :
Transport metrics for power spectra
Author :
Karlsson, Johan ; Takyar, Mir Shahrouz ; Georgiou, Tryphon T.
Abstract :
We present a family of metrics for power spectra based on the Monge-Kantorivic transportation distances. These metrics are constructed so that distances reduce with additive and multiplicative noise, reflecting the intuition that noise typically reduces our ability to discriminate spectra. In addition, perturbations measured in these metrics are continuous with respect to the statistics of the underlying time series. A general framework for constructing such metrics is put forth and these are contrasted with an earlier Riemannian metric which is based on prediction theory and the relevant geometry of the underlying time-series.
Keywords :
noise; prediction theory; spectral analysis; time series; Monge-Kantorivic transportation distances; Riemannian metric; additive noise; multiplicative noise; power spectra; prediction theory; relevant geometry; time series; transport metrics; Additive noise; Information geometry; Noise reduction; Physics; Prediction theory; Statistics; Stochastic processes; Time domain analysis; Time measurement; Transportation;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4738675