Title :
Threshold effects in parameter estimation as phase transitions in statistical physics
Author_Institution :
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Abstract :
Threshold effects in the estimation of parameters of non-linearly modulated, continuous-time, wide-band waveforms, are examined from a statistical physics perspective. These threshold effects are shown to be analogous to phase transitions of certain disordered physical systems. Our main message is in demonstrating that this physical point of view is insightful for understanding the interactions between two or more parameters to be estimated, from the aspects of the threshold effect.
Keywords :
parameter estimation; statistical analysis; parameter estimation; phase transitions; statistical physics perspective; threshold effects; wide-band waveforms; Bandwidth; Delay; Joints; Maximum likelihood estimation; Physics; Signal to noise ratio;
Conference_Titel :
Information Theory Workshop (ITW), 2011 IEEE
Conference_Location :
Paraty
Print_ISBN :
978-1-4577-0438-3
DOI :
10.1109/ITW.2011.6089567