coinertia: Coinertia Analysis

coinertiaR Documentation

Coinertia Analysis

Description

The coinertia analysis performs a double inertia analysis of two tables.

Usage

coinertia(dudiX, dudiY, scannf = TRUE, nf = 2)
## S3 method for class 'coinertia'
 plot(x, xax = 1, yax = 2, ...) 
## S3 method for class 'coinertia'
 print(x, ...) 
## S3 method for class 'coinertia'
 summary(object, ...)

Arguments

dudiX

a duality diagram providing from one of the functions dudi.coa, dudi.pca, ...

dudiY

a duality diagram providing from one of the functions dudi.coa, dudi.pca, ...

scannf

a logical value indicating whether the eigenvalues bar plot should be displayed

nf

if scannf FALSE, an integer indicating the number of kept axes


x, object

an object of class 'coinertia'

xax, yax

the numbers of the x-axis and the y-axis

...

further arguments passed to or from other methods

Value

Returns a list of class 'coinertia', sub-class 'dudi' containing:

call

call

rank

rank

nf

a numeric value indicating the number of kept axes

RV

a numeric value, the RV coefficient

eig

a numeric vector with all the eigenvalues

lw

a numeric vector with the rows weigths (crossed table)

cw

a numeric vector with the columns weigths (crossed table)

tab

a crossed table (CT)

li

CT row scores (cols of dudiY)

l1

Principal components (loadings for cols of dudiY)

co

CT col scores (cols of dudiX)

c1

Principal axes (cols of dudiX)

lX

Row scores (rows of dudiX)

mX

Normed row scores (rows of dudiX)

lY

Row scores (rows of dudiY)

mY

Normed row scores (rows of dudiY)

aX

Correlations between dudiX axes and coinertia axes

aY

Correlations between dudiY axes and coinertia axes

WARNING

IMPORTANT : dudi1 and dudi2 must have identical row weights.

Author(s)

Daniel Chessel
Anne-Béatrice Dufour anne-beatrice.dufour@univ-lyon1.fr

References

Dolédec, S. and Chessel, D. (1994) Co-inertia analysis: an alternative method for studying species-environment relationships. Freshwater Biology, 31, 277–294.

Dray, S., Chessel, D. and J. Thioulouse (2003) Co-inertia analysis and the linking of the ecological data tables. Ecology, 84, 11, 3078–3089.

Examples

data(doubs)
dudi1 <- dudi.pca(doubs$env, scale = TRUE, scan = FALSE, nf = 3)
dudi2 <- dudi.pca(doubs$fish, scale = FALSE, scan = FALSE, nf = 2)
coin1 <- coinertia(dudi1,dudi2, scan = FALSE, nf = 2)
coin1
summary(coin1)

if(adegraphicsLoaded()) {
  g1 <- s.arrow(coin1$l1, plab.cex = 0.7)
  g2 <- s.arrow(coin1$c1, plab.cex = 0.7)
  g3 <- s.corcircle(coin1$aX, plot = FALSE)
  g4 <- s.corcircle(coin1$aY, plot = FALSE)
  cbindADEg(g3, g4, plot = TRUE)
  g5 <- plot(coin1)
    
} else {
s.arrow(coin1$l1, clab = 0.7)
s.arrow(coin1$c1, clab = 0.7)
par(mfrow = c(1,2))
s.corcircle(coin1$aX)
s.corcircle(coin1$aY)
par(mfrow = c(1,1))
plot(coin1)
}

ade4 documentation built on Feb. 16, 2023, 7:58 p.m.

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