[R] Unexplained behavior of level names when using ordered factors in lm?
Bert Gunter
gunter.berton at gene.com
Fri Dec 2 16:08:49 CET 2011
Maybe should have explicitly said:
> C(ordered(1:5))
[1] 1 2 3 4 5
attr(,"contrasts")
ordered
contr.poly
Levels: 1 < 2 < 3 < 4 < 5
-- Bert
On Fri, Dec 2, 2011 at 7:06 AM, Bert Gunter <bgunter at gene.com> wrote:
> ?ordered
> ?C
> ?contr.poly
>
> If you don't know what polynomial contrasts are, consult any good
> linear models text. MASS has a good, though a bit terse, section on
> this.
>
> -- Bert
>
> On Fri, Dec 2, 2011 at 6:51 AM, Tal Galili <tal.galili at gmail.com> wrote:
>> Hello dear all,
>>
>> I am unable to understand why when I run the following three lines:
>>
>> set.seed(4254)
>>> a <- data.frame(y = rnorm(40), x=ordered(sample(1:5, 40, T)))
>>> summary(lm(y ~ x, a))
>>
>>
>> The output I get includes factor levels which are not relevant to what I am
>> actually using:
>>
>> Call:
>>> lm(formula = y ~ x, data = a)
>>> Residuals:
>>> Min 1Q Median 3Q Max
>>> -1.4096 -0.6400 -0.1244 0.5886 2.1891
>>> Coefficients:
>>> Estimate Std. Error t value Pr(>|t|)
>>> (Intercept) -0.03276 0.15169 -0.216 0.830
>>> x.L -0.28968 0.33866 -0.855 0.398
>>> x.Q -0.38813 0.33851 -1.147 0.259
>>> x.C -0.27183 0.34027 -0.799 0.430
>>> x^4 0.25993 0.33935 0.766 0.449
>>> Residual standard error: 0.9564 on 35 degrees of freedom
>>> Multiple R-squared: 0.08571, Adjusted R-squared: -0.01878
>>> F-statistic: 0.8202 on 4 and 35 DF, p-value: 0.5211
>>
>>
>> I am guessing that this is having something to do with the contrast matrix
>> that is used, but this is not clear to me.
>> Can anyone suggest a good read, or an explanation?
>>
>> Thanks.
>>
>>
>> ----------------Contact
>> Details:-------------------------------------------------------
>> Contact me: Tal.Galili at gmail.com | 972-52-7275845
>> Read me: www.talgalili.com (Hebrew) | www.biostatistics.co.il (Hebrew) |
>> www.r-statistics.com (English)
>> ----------------------------------------------------------------------------------------------
>>
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>>
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>
>
>
> --
>
> Bert Gunter
> Genentech Nonclinical Biostatistics
>
> Internal Contact Info:
> Phone: 467-7374
> Website:
> http://pharmadevelopment.roche.com/index/pdb/pdb-functional-groups/pdb-biostatistics/pdb-ncb-home.htm
--
Bert Gunter
Genentech Nonclinical Biostatistics
Internal Contact Info:
Phone: 467-7374
Website:
http://pharmadevelopment.roche.com/index/pdb/pdb-functional-groups/pdb-biostatistics/pdb-ncb-home.htm
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