[R] the chi-square test for trend
Eric Lecoutre
lecoutre at stat.ucl.ac.be
Fri Mar 28 10:10:11 CET 2003
Hi,
Please find here a function to compute Mantel-Haenszel Chi squared as well
as Cochran-Armitage test for trend (suitable when one of the dimensions is 2).
Both functions take as argument a contingency table.
By the way, the MH Chi² is very easy to compute as it is defined as n*rho.
Eric Lecoutre
------------------------------------------------------------------
tablepearson=function(x,scores.type="table")
{
# Statistic
sR=scores(x,1,scores.type)
sC=scores(x,2,scores.type)
n=sum(data)
Rbar=sum(apply(x,1,sum)*sR)/n
Cbar=sum(apply(x,2,sum)*sC)/n
ssr=sum(x*(sR-Rbar)^2)
ssc=sum(t(x)* (sC-Cbar)^2)
tmpij=outer(sR,sC,FUN=function(a,b) return((a-Rbar)*(b-Cbar)))
ssrc= sum(x*tmpij)
v=ssrc
w=sqrt(ssr*ssc)
r=v/w
# ASE
bij=outer(sR,sC, FUN=function(a,b)return((a-Rbar)^2*ssc + (b-Cbar)^2*ssr))
tmp1=1/w^2
tmp2=x*(w*tmpij - (bij*v)/(2*w))^2
tmp3=sum(tmp2)
ASE=tmp1*sqrt(tmp3)
# Test
var0= (sum(x*tmpij) - (ssrc^2/n))/ (ssr*ssc)
tb=r/sqrt(var0)
p.value=2*(1-pnorm(tb))
# Output
out=list(estimate=r,ASE=ASE,statistic=tb,p.value=p.value,name="Pearson
Correlation",bornes=c(-1,1))
class(out)="ordtest"
return(out)
}
tableChisqMH=function(x)
{
n=sum(x)
G2=n*(tablepearson(x)^2)
dll=1
p.value=1-pchisq(G2,dll)
out=list(estimate=G2,dll=dll,p.value=p.value,dim=dim(x),name="Mantel-Haenszel
Chi-square")
return(out)
}
tabletrend=function(x,transpose=FALSE)
{
if (any(dim(x)==2))
{
if (transpose==TRUE) {
x=t(x)
}
if (dim(x)[2]!=2){stop("Cochran-Armitage test for trend must be used with
a (R,2) table. Use transpose argument",call.=FALSE) }
nidot=apply(x,1,sum)
n=sum(nidot)
Ri=scores(x,1,"table")
Rbar=sum(nidot*Ri)/n
s2=sum(nidot*(Ri-Rbar)^2)
pdot1=sum(x[,1])/n
T=sum(x[,1]*(Ri-Rbar))/sqrt(pdot1*(1-pdot1)*s2)
p.value.uni=1-pnorm(abs(T))
p.value.bi=2*p.value.uni
out=list(estimate=T,dim=dim(x),p.value.uni=p.value.uni,p.value.bi=p.value.bi,name="Cochran-Armitage
test for trend")
return(out)
}
else {stop("Cochran-Armitage test for trend must be used with a (2,C) or a
(R,2) table",call.=FALSE) }
}
-----------------------------------------------------------------------
__________________________________________________
Eric Lecoutre Informaticien/Statisticien
Institut de Statistique UCL
(+32) (0)10 47 30 50
lecoutre at stat.ucl.ac.be
http://www.stat.ucl.ac.be/ISpersonnel/lecoutre
__________________________________________________
Le vrai danger, ce nest pas quand les ordinateurs
penseront comme des hommes, cest quand les hommes
penseront comme des ordinateurs. Sydney Harris
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