Threshold effects in parameter estimation as phase transitions in statistical mechanics

Details Threshold effects in parameter estimation as phase transitions in statistical mechanics Threshold effects in parameter estimation as phase transitions in statistical mechanics

2010-05-20

arxiv.org/abs/1005.3620v1

Computer Science

Information Theory

24 pages, 3 figures, submitted for publication

Scientific paper

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 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.

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