More generally, a moment is an integral weighted by a power of a coordinate against a measure or density; raw, central, and standardized moments are distinguished by the coordinate and normalization used.
The rth raw moment of a random variable X is E[Xr], when it exists. A central moment instead uses E[(X−E[X])r].
The fourth moment is E[X4]. Its finiteness is equivalent to square integrability of X2. For centered variables, dividing it by the squared variance gives kurtosis.
A probability distribution is moment-determinate if its moments uniquely specify it among probability distributions. A moment-generating function finite in a neighbourhood of zero is a sufficient condition. The standard normal distribution is moment-determinate.
The second moment of a real random variable is E[X2]. Its variance is E[X2]−(EX)2 when these quantities are finite.
The nth central moment is E[(X−EX)n]. The first central moment is zero and the second is the variance.
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Incoming links (140)
- Arcsine quantiles and moments
- Asymptotic normality of the Watterson estimator
- Beta distribution
- Brenier theorem
- Cantelli inequality
- Characteristic-function derivatives from finite absolute moments
- Characteristic function of a sum of independent variables
- Coefficient recovery and factorial moments of a probability generating function
- Compound binomial distribution
- Compound geometric distribution
- Compound Poisson cumulants
- Continuity of a characteristic function
- Covariance of two components of a compound Poisson sum
- Cumulant composition for a random sum
- Efficient score in independent-error regression
- Empirical variance
- Equality in Chebyshev's inequality
- Gaussian mixture distribution
- Heavy-tailed distribution
- Hellinger bound for differences of expectations
- Homogeneous turbulence
- Influence function
- Influence function of the mean
- Internal intermittency
- Jackknife and bootstrap variance of a sample second moment
- Jackknife bias correction
- Jackknife variance estimator
- Kantorovich–Rubinstein theorem
- Kernel for density estimation
- Knott–Smith optimality criterion
- Kolmogorov second similarity hypothesis
- Laplace distribution
- Large-scale contributions to structure functions
- Lognormal intermittency model
- Lyapunov moment inequality
- Markov's inequality
- Maxwell speed distribution
- Mean-preserving error tangent space
- Method of moments (statistics)
- Moment
- Moment equation
- Normal approximation to a compound Poisson aggregate
- Pareto moment threshold
- Pareto top shares and the 80/20 rule
- Parity construction of pairwise independent bits
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- Poisson size-bias identity
- Polynomial moment bounds for the adjustment coefficient
- Posterior moment
- Power option
- Probabilistic use of Hölder's inequality
- Probability generating function of an independent random sum
- Probability generating function of an independent sum
- Probability inequality
- Rare-outlier three-point distribution
- Raw moment recursion for a compound Poisson distribution
- Second moment
- Skewness
- Small-wavenumber spectrum with nonzero Saffman integral
- Space-time Hermite polynomial
- Square-integrable function
- Statistical path
- Strongly measurable function
- Student's t-distribution
- Tail-sum formula
- Tangent of a uniform angle has a Cauchy distribution
- Three Bernoulli variables through characteristic functions
- Three-cumulant shifted gamma approximation
- Turbulence closure
- Two-Gaussian mixture example
- Uniform order statistic
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