Title :
Threshold Effects in Parameter Estimation as Phase Transitions in Statistical Mechanics
Author_Institution :
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Abstract :
Threshold effects in the estimation of parameters of nonlinearly 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 in thermal equilibrium. The main message, in this work, is in demonstrating that this physical point of view may be insightful for understanding the interactions between two or more parameters to be estimated, from the aspects of the threshold effect.
Keywords :
parameter estimation; signal processing; statistical analysis; parameter estimation; phase transitions; statistical mechanics; statistical physics perspective; thermal equilibrium; wide-band waveforms; Bandwidth; Delay; Maximum likelihood estimation; Physics; Signal to noise ratio; Additive white Gaussian noise channel; bandwidth; disordered systems; nonlinear modulation; parameter estimation; phase transitions; random energy model; statistical physics; threshold effect;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2011.2165824