2008/6/27 Prof Brian Ripley <[EMAIL PROTECTED]>: > On Fri, 27 Jun 2008, Prof Brian Ripley wrote: > >> On Fri, 27 Jun 2008, Dan Bolser wrote: >> >>> Please consider the following PCA example; >>> >>> my.df <- >>> data.frame(A=(x <- rnorm(100,mean=100, sd=10)), >>> B=(y <- x + rnorm(100,mean=10, sd=10))) >>> >>> plot(my.df) >>> >>> my.pc <- >>> prcomp(my.df, center=TRUE, scale=TRUE) >>> >>> biplot(my.pc) >>> >>> my.x <- (my.pc$x)[,1] >>> my.y <- (my.pc$x)[,2] >>> >>> plot(my.x, my.y, type="n") >>> text(my.x, my.y, labels=1:100) >>> >>> Clearly the plots have the same relative values, but I can't work out how >>> the second plot is relative to the first. I have been reading the manual, >>> but I still can't work it out. >>> >>> Can anyone show me the code to generate the data that I see plotted using >>> biplot? > > I forgot to answer that: just ask R to show you stats:::biplot.prcomp
Ah! I never knew the ::: trick! I got it working after looking at the code - my.df <- data.frame(A=(x <- rnorm(100,mean=100, sd=10)), B=(y <- x + rnorm(100,mean=10, sd=10))) plot(my.df) my.pc <- prcomp(my.df, center=TRUE, scale=TRUE) biplot(my.pc) attributes(my.pc) head(scores <- my.pc$x) lam <- my.pc$sdev n <- nrow(my.pc$x) lam <- lam * sqrt(n) my.x <- (my.pc$x)[,1] / lam[1] my.y <- (my.pc$x)[,2] / lam[2] plot(my.x, my.y, type="n") text(my.x, my.y, labels=1:100) >>> What am I missing? >> >> Reading the references on ?biplot.prcomp, or a good book on the subject >> (such as MASS or Gower & Hand). >> >> A biplot is a specific type of plot and the help page does not spell out >> the rather mathematical details (and there are several variants). >> >>> >>> Dan. >>> >>> [[alternative HTML version deleted]] >>> >>> ______________________________________________ >>> R-help@r-project.org mailing list >>> https://stat.ethz.ch/mailman/listinfo/r-help >>> PLEASE do read the posting guide >>> http://www.R-project.org/posting-guide.html >>> and provide commented, minimal, self-contained, reproducible code. >>> >> >> -- >> Brian D. Ripley, [EMAIL PROTECTED] >> Professor of Applied Statistics, http://www.stats.ox.ac.uk/~ripley/ >> University of Oxford, Tel: +44 1865 272861 (self) >> 1 South Parks Road, +44 1865 272866 (PA) >> Oxford OX1 3TG, UK Fax: +44 1865 272595 >> > > -- > Brian D. Ripley, [EMAIL PROTECTED] > Professor of Applied Statistics, http://www.stats.ox.ac.uk/~ripley/ > University of Oxford, Tel: +44 1865 272861 (self) > 1 South Parks Road, +44 1865 272866 (PA) > Oxford OX1 3TG, UK Fax: +44 1865 272595 > -- hello [[alternative HTML version deleted]] ______________________________________________ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.