Threshold effects in parameter estimation as phase transitions in statistical mechanics

Research output: Contribution to journalArticlepeer-review

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.

Original languageEnglish
Article number6034730
Pages (from-to)7000-7010
Number of pages11
JournalIEEE Transactions on Information Theory
Volume57
Issue number10
DOIs
StatePublished - Oct 2011

Keywords

  • Additive white Gaussian noise channel
  • bandwidth
  • disordered systems
  • nonlinear modulation
  • parameter estimation
  • phase transitions
  • random energy model
  • statistical physics
  • threshold effect

All Science Journal Classification (ASJC) codes

  • Information Systems
  • Computer Science Applications
  • Library and Information Sciences

Fingerprint

Dive into the research topics of 'Threshold effects in parameter estimation as phase transitions in statistical mechanics'. Together they form a unique fingerprint.

Cite this