DocumentCode
1340156
Title
Threshold Effects in Parameter Estimation as Phase Transitions in Statistical Mechanics
Author
Merhav, Neri
Author_Institution
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Volume
57
Issue
10
fYear
2011
Firstpage
7000
Lastpage
7010
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;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.2011.2165824
Filename
6034730
Link To Document