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Mean square information


In mathematics and its applications, the mean square is normally defined as the arithmetic mean of the squares of a set of numbers or of a random variable.[1]

It may also be defined as the arithmetic mean of the squares of the deviations between a set of numbers and a reference value (e.g., may be a mean or an assumed mean of the data),[2] in which case it may be known as mean square deviation. When the reference value is the assumed true value, the result is known as mean squared error.

A typical estimate for the sample variance from a set of sample values uses a divisor of the number of values minus one, n-1, rather than n as in a simple quadratic mean, and this is still called the "mean square" (e.g. in analysis of variance):

The second moment of a random variable, is also called the mean square. The square root of a mean square is known as the root mean square (RMS or rms), and can be used as an estimate of the standard deviation of a random variable.

  1. ^ "Noise and Noise Rejection" (PDF). engineering.purdue.edu/ME365/Textbook/chapter11. Retrieved 6 January 2020.
  2. ^ "OECD Glossary of Statistical Terms". oecd.org. Retrieved 6 January 2020.

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Root mean square

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In mathematics, the root mean square (abbrev. RMS, RMS or rms) of a set of numbers is the square root of the set's mean square. Given a set x i {\displaystyle...

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Mean square

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In mathematics and its applications, the mean square is normally defined as the arithmetic mean of the squares of a set of numbers or of a random variable...

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Root mean square deviation

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Amplitude

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mean square (RMS) amplitude is used especially in electrical engineering: the RMS is defined as the square root of the mean over time of the square of...

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Errors and residuals

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with unknown mean and unknown variance. No correction is necessary if the population mean is known. It is remarkable that the sum of squares of the residuals...

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In bioinformatics, the root mean square deviation of atomic positions, or simply root mean square deviation (RMSD), is the measure of the average distance...

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Minimum mean square error

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signal processing, a minimum mean square error (MMSE) estimator is an estimation method which minimizes the mean square error (MSE), which is a common...

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Mean

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Heronian mean Identric mean Lehmer mean Logarithmic mean Moving average Neuman–Sándor mean Quasi-arithmetic mean Root mean square (quadratic mean) Rényi's...

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Mean squared displacement

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statistical mechanics, the mean squared displacement (MSD, also mean square displacement, average squared displacement, or mean square fluctuation) is a measure...

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≥ 1, convergence in r-th mean implies convergence in s-th mean. Hence, convergence in mean square implies convergence in mean. Additionally, X n → L r...

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Alternating current

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DC component) is assumed. The RMS voltage is the square root of the mean over one cycle of the square of the instantaneous voltage. For an arbitrary periodic...

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Phi coefficient

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Mean absolute error

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related to the mean squared error, the equivalent for mean absolute error is least absolute deviations. MAE is not identical to root-mean square error (RMSE)...

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Confirmatory factor analysis

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acceptable model fit. The root mean square residual (RMR) and standardized root mean square residual (SRMR) are the square root of the discrepancy between...

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Arithmetic mean

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{x}})^{2}} . The sample mean is also the best single predictor because it has the lowest root mean squared error. If the arithmetic mean of a population of...

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Standard deviation

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and computing a mean for each sample. The mean's standard error turns out to equal the population standard deviation divided by the square root of the sample...

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are common: Window design method Frequency sampling method Least MSE (mean square error) method Parks–McClellan method (also known as the equiripple, optimal...

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Squared deviations from the mean

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Squared deviations from the mean (SDM) result from squaring deviations. In probability theory and statistics, the definition of variance is either the...

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Expected mean squares

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statistics, expected mean squares (EMS) are the expected values of certain statistics arising in partitions of sums of squares in the analysis of variance...

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Similarity

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n]-x[m,n]\right|)} Measuring the average squared difference between two signals. Unlike the maximum error, mean squared error takes into account the overall...

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Estimator

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can be judged by looking at their properties, such as unbiasedness, mean square error, consistency, asymptotic distribution, etc. The construction and...

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