leafshape17 {DAAG} | R Documentation |
The leafshape17
data frame has 61 rows and 8 columns.
These are leaf length, width and petiole measurements taken
at several sites in Australia. This is a subset of the
leafshape
data frame.
leafshape17
This data frame contains the following columns:
King, D.A. and Maindonald, J.H. 1999. Tree architecture in relation to leaf dimensions and tree stature in temperate and tropical rain forests. Journal of Ecology 87: 1012-1024.
print("Discriminant Analysis - Example 11.2") require(MASS) leaf17.lda <- lda(arch ~ logwid+loglen, data=leafshape17) leaf17.hat <- predict(leaf17.lda) leaf17.lda table(leafshape17$arch, leaf17.hat$class) pause() tab <- table(leafshape17$arch, leaf17.hat$class) sum(tab[row(tab)==col(tab)])/sum(tab) leaf17cv.lda <- lda(arch ~ logwid+loglen, data=leafshape17, CV=TRUE) tab <- table(leafshape17$arch, leaf17cv.lda$class) pause() leaf17.glm <- glm(arch ~ logwid + loglen, family=binomial, data=leafshape17) options(digits=3) summary(leaf17.glm)$coef pause() leaf17.one <- cv.binary(leaf17.glm) table(leafshape17$arch, round(leaf17.one$internal)) # Resubstitution pause() table(leafshape17$arch, round(leaf17.one$cv)) # Cross-validation