Page 105 - Standard Handbook Of Petroleum & Natural Gas Engineering
P. 105
94 Mathematics
Moment Ratios
The moment ratios are dimensionless coefficients used to compare characteristics
of distributions measured on different scales.
The coefficient of variation is a measure of relative dispersion of a set of values
and is given for the population by
and for the sample by
C" = s/x
The coefficient of skewness is a measure of relative symmetry of a distribution
and is given for the population by
and for the sample by
The coefficient of kurtosis is a measure of relative peakedness and is given by
P, = k/S4
Common Probability Distributions for Continuous Random Variables
The parameters of a distribution control its geometric characteristics [23]:
1. A location parameter is the abscissa of a location point and may be a measure
of central tendency, such as a mean.
2. A scale parameter determines the location of fractiles of the distribution
relative to some specified point, often the value of the location parameter.
3. Shape parameters control the geometric configuration of a distribution.
There may be zero, one, or multiple shape parameters.
A bounded continuous random variable with uniform distribution has the
probability function
f(X) = I $'(P-a) a < X < P
otherwise
where a = location parameter, representing lower limit of the distribution
P = scale parameter, representing upper bound of the distribution
Probabilities are determined by integration over the necessary range, Le.,
P(X, < x < X,) = p/(p - a)dX
I