geomean: Geometric mean

In fastmatrix: Fast Computation of some Matrices Useful in Statistics

Geometric mean

Description

It calculates the geometric mean using a Fused-Multiply-and-Add (FMA) compensated scheme for accurate computation of floating-point product.

Usage

geomean(x)

Arguments

x	a numeric vector containing the sample observations.

Details

If x contains any non-positive values, geomean returns NA and a warning message is displayed.

The geometric mean is a measure of central tendency, which is defined as

G = \sqrt[n]{x_1 x_2 \ldots x_n} = \Big(\prod_{i=1}^n x_i\Big)^{1/n}.

This procedure calculates the product required in the geometric mean safely using a compensated scheme as proposed by Graillat (2009).

Value

The geometric mean of the sample, a non-negative number.

References

Graillat, S. (2009). Accurate floating-point product and exponentiation. IEEE Transactions on Computers 58, 994-1000.

Oguita, T., Rump, S.M., Oishi, S. (2005). Accurate sum and dot product. SIAM Journal on Scientific Computing 26, 1955-1988.

See Also

mean, median.

Examples

set.seed(149)
x <- rlnorm(1000)
mean(x)    # 1.68169
median(x)  # 0.99663
geomean(x) # 1.01688

fastmatrix documentation built on Sept. 11, 2024, 7:22 p.m.