Mean
In statistics, mean has two related meanings:
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- the average in ordinary English, which is more correctly called the arithmetic mean, to distinguish it from geometric mean or harmonic mean. The average is also called sample mean.
- the expected value of a random variable, which is also called the population mean.
As well as statistics, means are often used in geometry and analysis; a wide range of means have been developed for these purposes, which are not much used in statistics. See the Other means section below for a list of means.
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Sample mean is often used as an estimator of the central tendency such as the population mean. However, other estimators are also used. For example, the median is a more robust estimator of the central tendency than the sample mean.
Related Topics:
Estimator - Central tendency - Median - Robust
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For a real-valued random variable X, the mean is the expectation of X.
Related Topics:
Random variable - Expectation
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If the expectation does not exist, then the random variable has no mean.
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For a data set, the mean is just the sum of all the observations divided by the number of observations.
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Once we have chosen this method of describing the communality of a data set, we usually use the standard deviation to describe how the observations differ.
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The standard deviation is the square root of the average of squared deviations from the mean.
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The mean is the unique value about which the sum of squared deviations is a minimum.
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If you calculate the sum of squared deviations from any other measure of central tendency, it will be larger than for the mean.
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This explains why the standard deviation and the mean are usually cited together in statistical reports.
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An alternative measure of dispersion is the mean deviation, equivalent to the average absolute deviation from the mean. It is less sensitive to outliers, but less tractable when combining data sets.
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The mean value of a function, f(x), on an interval, a
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:E(f(X))=rac{int_a^b f(x),dx}{b-a}.
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Note that not every probability distribution has a defined mean or variance — see the Cauchy distribution for an example.
Related Topics:
Probability distribution - Variance - Cauchy distribution
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The following is a summary of some of the multiple methods for calculating the mean of a set of n numbers. See the table of mathematical symbols for explanations of the symbols used.
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~ Table of Content ~
| ► | Introduction |
| ► | Arithmetic mean |
| ► | Geometric mean |
| ► | Harmonic mean |
| ► | Generalized mean |
| ► | Weighted mean |
| ► | Truncated mean |
| ► | Interquartile mean |
| ► | Other means |
| ► | See also |
| ► | External links |
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