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Re: st: Standard normal Depvar
Nick Cox wrote:
Exponentiation will get you all positives. After that many options are
open.
Evans Jadotte wrote:
Nick Cox wrote:
This produces zero or positive values.
Less pedantically, if the variable is already standard normal, why
does it need transforming?
Nick
Maarten buis wrote:
--- On Wed, 5/8/09, Evans Jadotte wrote:
I am trying to run a regression where the dependent
variable has a standard normal distribution (those of you
familiar with the "wealth index based on the PCA analysis",
this is my Depvar). However, I need to have the prediction to be
all positive to use for transforming.
How can I transform the Depvar in order to
force xb^ to take on positive values?
Here is one option:
reg y x1 x2
predict yhat
sum yhat, meanonly
gen yhatprime = yhat + abs(r(min))
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Thanks to Maarten and Nick for their insight and comment on my question.
I have both negative values and zeros in the /depvar /(/y/)/, /so/
/the forecast, xb, will reflect such values. And as I will need
sqrt(xb) for further transformation at later stages, I need to
transform /y/ so that xb takes on all 'strictly' positive values and
still preserve normality of /y/. Maarten's suggestion indeed
generates a 0 and the transformation I need is in y (not yhat = xb).
I have been trying a Box-Cox power transform but results are not
satisfactory.
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Thanks Nick. However, exponentiation will result in a re-ranking of
individuals, which I must avoid. For instance, someone with a score -5
compared with one whose score is 4, the former will end up being ranked
higher than the latter after exponentiating. I need to preserve the
ranks and normality after transforming.
Thanks for the feedback,
Evans
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