[R] How to get out the t-test value matrix for a linear regression ?
Peter Dalgaard
P.Dalgaard at biostat.ku.dk
Mon Jan 28 17:43:42 CET 2008
leo_aries wrote:
> Hi, all
>
> I've written some R script to calculate the linear regression of a matrix.
> Here below is my script:
>
>
>> x<-matrix(scan("h:/data/xxx.dat",0),nrow=46,ncol=561,byrow=TRUE)
>>
>
>
>> year <- NULL
>> year <- cbind(year,as.matrix(x[,1]))
>>
>
>
>> lm.sol<-lm(x~year)
>> xtrend<-coef(lm.sol)[2,] # get the matrix of regression coefficient
>>
>
>
>> t.test<- ? # also want to get a similar matrix of t-test value for the regression coefficient
>>
>
>
>> class(summary(lm.sol))
>> "listof"
>> class(summary(lm.sol))
>> "listof" # the t-test values are in the obj "summary(lm.sol)", but how to get them out
>>
> as a matrix similar as the above"xtrend"?
>
> Anyone can help me? Thanks !
>
This seems to do it:
> Y <- matrix(rnorm(10),5)
> x <- rnorm(5)
> sapply(coef(summary(lm(Y~x))),"[", TRUE, "t value")
Response Y1 Response Y2
(Intercept) 0.5485488 2.021065
x -0.5175011 -2.225623
Or, a bit less sneaky
> sapply(coef(summary(lm(Y~x))), function(X) X[,"t value"])
Response Y1 Response Y2
(Intercept) 0.5485488 2.021065
x -0.5175011 -2.225623
--
O__ ---- Peter Dalgaard Øster Farimagsgade 5, Entr.B
c/ /'_ --- Dept. of Biostatistics PO Box 2099, 1014 Cph. K
(*) \(*) -- University of Copenhagen Denmark Ph: (+45) 35327918
~~~~~~~~~~ - (p.dalgaard at biostat.ku.dk) FAX: (+45) 35327907
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