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VGAM (version 0.9-6)

trplot.qrrvglm: Trajectory plot for QRR-VGLMs

Description

Produces a trajectory plot for quadratic reduced-rank vector generalized linear models (QRR-VGLMs). It is only applicable for rank-1 models with argument noRRR = ~ 1.

Usage

trplot.qrrvglm(object, which.species = NULL, add = FALSE, show.plot = TRUE,
               label.sites = FALSE, sitenames = rownames(object@y), 
               axes.equal = TRUE, cex = par()$cex, 
               col = 1:(nos * (nos - 1)/2), log = "", 
               lty = rep(par()$lty, length.out = nos * (nos - 1)/2), 
               lwd = rep(par()$lwd, length.out = nos * (nos - 1)/2), 
               tcol = rep(par()$col, length.out = nos * (nos - 1)/2), 
               xlab = NULL, ylab = NULL,
               main = "", type = "b", check.ok = TRUE, ...)

Arguments

object
Object of class "qrrvglm", i.e., a CQO object.
which.species
Integer or character vector specifying the species to be plotted. If integer, these are the columns of the response matrix. If character, these must match exactly with the species' names. The default is to use all species.
add
Logical. Add to an existing plot? If FALSE (default), a new plot is made.
show.plot
Logical. Plot it?
label.sites
Logical. If TRUE, the points on the curves/trajectories are labelled with the sitenames.
sitenames
Character vector. The names of the sites.
axes.equal
Logical. If TRUE, the x- and y-axes will be on the same scale.
cex
Character expansion of the labelling of the site names. Used only if label.sites is TRUE. See the cex argument in par.
col
Color of the lines. See the col argument in par. Here, nos is the number of species.
log
Character, specifying which (if any) of the x- and y-axes are to be on a logarithmic scale. See the log argument in par.
lty
Line type. See the lty argument of par.
lwd
Line width. See the lwd argument of par.
tcol
Color of the text for the site names. See the col argument in par. Used only if label.sites is TRUE.
xlab
Character caption for the x-axis. By default, a suitable caption is found. See the xlab argument in plot or title.
ylab
Character caption for the y-axis. By default, a suitable caption is found. See the xlab argument in plot or title.
main
Character, giving the title of the plot. See the main argument in plot or title.
type
Character, giving the type of plot. A common option is to use type="l" for lines only. See the type argument of plot.
check.ok
Logical. Whether a check is performed to see that noRRR = ~ 1 was used. It doesn't make sense to have a trace plot unless this is so.
...
Arguments passed into the plot function when setting up the entire plot. Useful arguments here include xlim and ylim.

Value

  • A list with the following components.
  • species.namesA matrix of characters giving the `first' and `second' species. The number of different combinations of species is given by the number of rows. This is useful for creating a legend.
  • sitenamesA character vector of site names, sorted by the latent variable (from low to high).

Details

A trajectory plot plots the fitted values of a `second' species against a `first' species. The argument which.species must therefore contain at least two species. By default, all of the species that were fitted in object are plotted. With more than a few species the resulting plot will be very congested, and so it is recommended that only a few species be selected for plotting.

In the above, $M$ is the number of species selected for plotting, so there will be $M(M-1)/2$ curves/trajectories in total.

A trajectory plot will be fitted only if noRRR = ~ 1 because otherwise the trajectory will not be a smooth function of the latent variables.

References

Yee, T. W. (2012) On constrained and unconstrained quadratic ordination. Manuscript in preparation.

See Also

cqo, par, title.

Examples

Run this code
set.seed(111)  # This leads to the global solution
# hspider[,1:6] <- scale(hspider[,1:6])  # Standardize the environmental variables
p1 <- cqo(cbind(Alopacce, Alopcune, Alopfabr, Arctlute, Arctperi, Auloalbi,
                Pardlugu, Pardmont, Pardnigr, Pardpull, Trocterr, Zoraspin) ~
          WaterCon + BareSand + FallTwig + CoveMoss + CoveHerb + ReflLux,
          poissonff, data = hspider, trace = FALSE)

trplot(p1, which.species = 1:3, log = "xy", type = "b", lty = 1,
       main = "Trajectory plot of three hunting spiders species",
       col = c("blue","red","green"), lwd = 2, label = TRUE) -> ii
legend(0.00005, 0.3, lwd = 2, lty = 1, col = c("blue", "red", "green"),
       with(ii, paste(species.names[,1], species.names[,2], sep = " and ")))
abline(a = 0, b = 1, lty = "dashed", col = "grey")  # Useful reference line

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