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Computes ILR transformations.

Usage

transform_ilr(object, base, ...)

# S4 method for CompositionMatrix,missing
transform_ilr(object)

# S4 method for CompositionMatrix,matrix
transform_ilr(object, base)

Arguments

object

A CompositionMatrix object.

base

A matrix giving the base of the transformation.

...

Currently not used.

Value

An ILR object.

Details

The ILR transformation provides the coordinates of any composition with respect to a given orthonormal basis. transform_ilr() uses the orthonormal basis (Helmert matrix) originally defined by Egozcue et al. (2003).

References

Egozcue, J. J., Pawlowsky-Glahn, V., Mateu-Figueras, G. & Barceló-Vidal, C. (2003). Isometric Logratio Transformations for Compositional Data Analysis. Mathematical Geology, 35(3), 279-300. doi:10.1023/A:1023818214614 .

Greenacre, M. J. (2019). Compositional Data Analysis in Practice. Boca Raton: CRC Press.

Greenacre, M. J. (2021). Compositional Data Analysis. Annual Review of Statistics and Its Application, 8(1): 271-299. doi:10.1146/annurev-statistics-042720-124436 .

See also

Other log-ratio transformations: transform_alr(), transform_clr(), transform_inverse(), transform_lr(), transform_plr()

Author

N. Frerebeau

Examples

## Data from Aitchison 1986
data("hongite")

## Coerce to compositional data
coda <- as_composition(hongite)

## Pairwise log-ratio
lr <- transform_lr(coda)

## Centered log-ratio
clr <- transform_clr(coda)

## Additive log-ratio
alr <- transform_alr(coda)

## Isometric log-ratio
ilr <- transform_ilr(coda)
plr <- transform_plr(coda)

## Inverse transformation
inv_clr <- transform_inverse(clr)
all.equal(coda, inv_clr)
#> [1] TRUE

inv_alr <- transform_inverse(alr)
all.equal(coda, inv_alr)
#> [1] TRUE

inv_ilr <- transform_inverse(ilr)
all.equal(coda, inv_ilr)
#> [1] TRUE

inv_plr <- transform_inverse(plr)
all.equal(coda, inv_plr)
#> [1] TRUE