In estimation theory and statistics, the Cramer-Rao bound relates to the estimation of a fixed but unknown parameter, and it states that the precision of any unbiased estimator is at most the Fisher information, or equivalently that the reciprocal of the Fisher information is a lower bound on the estimator's variance. The result is named for Harald Cramer and Calyampudi Radhakrishna Rao, though Maurice Frechet, Georges Darmois, Alexander Aitken and Harold Silverstone each derived it independently, and an estimator that achieves the bound is called fully efficient because it attains the lowest possible mean squared error among unbiased methods.
Facts
StatementThe variance of any unbiased estimator of a parameter is bounded below by the reciprocal of the Fisher information for that parameter. 1 Classification
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Source Cramer-Rao inequality (bound), Wikipedia
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Source Cramer-Rao inequality (bound), Wikipedia
Source Cramer-Rao inequality (bound), Wikipedia
Sources
1. Cramer-Rao Bound -- from Wolfram MathWorld
MathWorld, Cramer-Rao Bound article, opening definitionQuote, MathWorld, Cramer-Rao Bound article, opening definition
The Cramer-Rao bound, also called the Cramer-Rao inequality, is a lower bound on the variance of an unbiased estimator.
View the Source Cramer-Rao inequality (bound), Wikipedia
- In Branch: Probability and Statistics, Lead sentence
Proved By: Harald Cramer, Lead paragraph
In estimation theory and statistics, the Cramér-Rao bound (CRB) relates to estimation of a deterministic (fixed, though unknown) parameter. The result is named in honor
Proved By: Rene Frechet, Lead paragraph
of Harald Cramér and Calyampudi Radhakrishna Rao, but has also been derived independently by Maurice Fréchet, Georges Darmois, and by Alexander Aitken and Harold Silverstone. It is also known as Fréchet-Cramér-Rao or Fréchet-Darmois-Cramér-Rao
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