Talk on quantiles at the R Montreal group

This afternoon, I will be giving a two-hour talk at McGill on quantiles, quantile regressions, confidence regions, bagplots and outliers. Before defining (properly) quantile regressions, we will mention regression on (local) quantiles, as on the graph below, on hurricanes,

In order to illustrate quantile regression, consider the following natality database,

base=read.table(
"http://freakonometrics.free.fr/natality2005.txt",
header=TRUE,sep=";")

We can use it produce those nice graphs we can find in several papers, modeling weight of newborns,

u=seq(.05,.95,by=.01)
coefstd=function(u) summary(rq(WEIGHT~SEX+
SMOKER+WEIGHTGAIN+BIRTHRECORD+AGE+ BLACKM+
BLACKF+COLLEGE,data=base,tau=u))$coefficients[,2]
coefest=function(u) summary(rq(WEIGHT~SEX+
SMOKER+WEIGHTGAIN+BIRTHRECORD+AGE+ BLACKM+
BLACKF+COLLEGE,data=base,tau=u))$coefficients[,1]
CS=Vectorize(coefstd)(u)
CE=Vectorize(coefest)(u)