Re: [R] how do I plot a regression curve with the data?
Ken Ervin wrote: I have a data set of 6 or so ordered pairs, and I've been able to graph them and have decided to use a high-order polynomial regression. I've used the following piece of code: regression - function(x,y) { x - c(insert_numbers_here) y - c(insert_other_numbers_here) fit - lm(y ~ x + I(x^2) + I(x^3) + I(x^4) + I(x^5) + I(x^6) + I(x^7) + I(x^8) + I(x^9)) summary(fit) This gives me the coefficients for the regression very nicely, but I would like to plot both the data and the regression curve together. How do I plot that regression curve as a function, and can I put it on the same set of axes as my data scatter plot? Are you sure that fitting such a high-degree polynomial makes sense? Is there any theory to support the model? If you really want to do this, then use predict.lm(): ## with xmin, xmax as the limits of your scatterplot xx - seq(xmin, xmax, length=51) yy - predict(fit, newdata=list(x=xx)) lines(xx, yy) ## add to scatterplot -Peter Ehlers Thanks in advance for your help! -KE __ 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. __ 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.
Re: [R] how do I plot a regression curve with the data?
?curve regards, Tom Ken Ervin schrieb: I have a data set of 6 or so ordered pairs, and I've been able to graph them and have decided to use a high-order polynomial regression. I've used the following piece of code: regression - function(x,y) { x - c(insert_numbers_here) y - c(insert_other_numbers_here) fit - lm(y ~ x + I(x^2) + I(x^3) + I(x^4) + I(x^5) + I(x^6) + I(x^7) + I(x^8) + I(x^9)) summary(fit) This gives me the coefficients for the regression very nicely, but I would like to plot both the data and the regression curve together. How do I plot that regression curve as a function, and can I put it on the same set of axes as my data scatter plot? Thanks in advance for your help! -KE __ 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. __ 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.
Re: [R] how do I plot a regression curve with the data?
On Wed, Oct 28, 2009 at 9:23 AM, Tom Gottfried tom.gottfr...@wzw.tum.de wrote: ?curve regards, Tom and I was in the process of writing a curve example when I noticed Tom sent this. Here it is: set.seed(777) x - runif(100, 0, 100) y - 10*x + x^2 - .01*x^3 + rnorm(100, 0, 500) fit - lm(y ~ x + I(x^2) + I(x^3)) B - coef(fit) plot(x, y) curve(10*x + x^2 - .01*x^3, col = 4, lty = 4, lwd = 2, add = TRUE) curve(B[1] + B[2]*x + B[3]*x^2 + B[4]*x^3, col = 2, lty = 2, lwd = 2, add = TRUE) legend('topleft', c('truth', 'fit'), lty = c(4, 2), col = c(4, 2), lwd = 2) btw, it's not possible to fit a 9th-degree polynomial model with lm based on only '6 or so ordered pairs' (assuming that means 6 data points). A 5th degree polynomial would be a direct interpolater. hth, Kingsford Ken Ervin schrieb: I have a data set of 6 or so ordered pairs, and I've been able to graph them and have decided to use a high-order polynomial regression. I've used the following piece of code: regression - function(x,y) { x - c(insert_numbers_here) y - c(insert_other_numbers_here) fit - lm(y ~ x + I(x^2) + I(x^3) + I(x^4) + I(x^5) + I(x^6) + I(x^7) + I(x^8) + I(x^9)) summary(fit) This gives me the coefficients for the regression very nicely, but I would like to plot both the data and the regression curve together. How do I plot that regression curve as a function, and can I put it on the same set of axes as my data scatter plot? Thanks in advance for your help! -KE __ 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. __ 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. __ 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.
Re: [R] how do I plot a regression curve with the data?
Hi Ken, Perhaps something like plot(x,y) lines(sort(x), fit$fitted.values[order(x)]) should do what I think you want. I think you have to be a bit careful on the ordering of the fitted values so that they match up with the order of the x variable, otherwise you get an odd looking line plot. Regards, Andrew On Oct 28, 5:42 am, Ken Ervin ervinj...@gmail.com wrote: I have a data set of 6 or so ordered pairs, and I've been able to graph them and have decided to use a high-order polynomial regression. I've used the following piece of code: regression - function(x,y) { x - c(insert_numbers_here) y - c(insert_other_numbers_here) fit - lm(y ~ x + I(x^2) + I(x^3) + I(x^4) + I(x^5) + I(x^6) + I(x^7) + I(x^8) + I(x^9)) summary(fit) This gives me the coefficients for the regression very nicely, but I would like to plot both the data and the regression curve together. How do I plot that regression curve as a function, and can I put it on the same set of axes as my data scatter plot? Thanks in advance for your help! -KE __ r-h...@r-project.org mailing listhttps://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guidehttp://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code. __ 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.