• 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