Use and abuse of the Fisher information matrix in the assessment of gravitational-wave parameter-estimation prospects

Jet Propulsion Laboratory

Indexed inarxivcrossref

Abstract

The Fisher-matrix formalism is used routinely in the literature on gravitational-wave detection to characterize the parameter-estimation performance of gravitational-wave measurements, given parametrized models of the waveforms, and assuming detector noise of known colored Gaussian distribution. Unfortunately, the Fisher matrix can be a poor predictor of the amount of information obtained from typical observations, especially for waveforms with several parameters and relatively low expected signal-to-noise ratios (SNR), or for waveforms depending weakly on one or more parameters, when their priors are not taken into proper consideration. In this paper I discuss these pitfalls; show how they occur, even for…

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Topics & keywords

Keywords
  • Fisher information
  • Waveform
  • Gravitational wave
  • Matrix (chemical analysis)
  • Estimation theory
  • Prior probability
  • Binary number
  • Detection theory
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