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mauro
Posted: Wed Apr 02, 2008 4:43 pm
Guest
Hi all,
I got a vector of data approximately gaussian distributed.
I observed that the data doesn't form not a perfect gaussian, in fact
once represented, the shape is a kind of asymmetric gaussian, with the
left part less sloped then the right one.
I'm searching a mathematical model to describe it better then a simple
gaussian.
Using something like left and right variance. Does it exist something
like that?
Do you have any idea?

cheers,
Mauro
John Uebersax
Posted: Wed Apr 02, 2008 7:26 pm
Guest
One common method is to model it as a mixture of two gaussians. To
see and example, check
this page:

http://ourworld.compuserve.com/homepages/jsuebersax/skewed.htm

and scroll down to Figure 2.

HTH

John Uebersax PhD

On Apr 3, 4:43 am, mauro <mauro.austra...@gmail.com> wrote:

Quote:
Hi all,
I got a vector of data approximately gaussian distributed.
I observed that the data doesn't form not a perfect gaussian, in fact
once represented, the shape is a kind of asymmetric gaussian, with the
left part less sloped then the right one.
I'm searching a mathematical model to describe it better then a simple
gaussian.
Using something like left and right variance. Does it exist something
like that?
Do you have any idea?

cheers,
Mauro
Ray Koopman
Posted: Wed Apr 02, 2008 9:42 pm
Guest
On Apr 2, 7:43 pm, mauro <mauro.austra...@gmail.com> wrote:
Quote:
Hi all,
I got a vector of data approximately gaussian distributed.
I observed that the data doesn't form not a perfect gaussian, in fact
once represented, the shape is a kind of asymmetric gaussian, with the
left part less sloped then the right one.
I'm searching a mathematical model to describe it better then a simple
gaussian.
Using something like left and right variance. Does it exist something
like that?
Do you have any idea?

cheers,
Mauro

Another way is by probabilistic selection. Let x and y have a joint
normal distribution, and consider the distribution of y-scores for
people whose x-score is greater than some arbitrary cutoff.
David Jones
Posted: Thu Apr 03, 2008 5:15 am
Guest
mauro wrote:
Quote:
Hi all,
I got a vector of data approximately gaussian distributed.
I observed that the data doesn't form not a perfect gaussian, in fact
once represented, the shape is a kind of asymmetric gaussian, with the
left part less sloped then the right one.
I'm searching a mathematical model to describe it better then a simple
gaussian.
Using something like left and right variance. Does it exist something
like that?
Do you have any idea?

cheers,
Mauro

There are all sorts of posibilities, including
(i) the standard families of distributions (Pearson, Johnson, etc.) should contain possibilities;
(ii) a simple power transformation might give something useful.

However, thinking about the context of your dataset is probably the place to start as there may be some particular relevance of certain transformations (eg squaring) in you particular context ... also relevant are any lower- or upper-bounds that the values must respect.

David Jones
mauro
Posted: Tue Apr 08, 2008 11:53 pm
Guest
On Apr 3, 12:43 pm, mauro <mauro.austra...@gmail.com> wrote:

Quote:
Do you have any idea?

[...]

thanks everybody for the answers (and sorry for the late reply,
unfortunately I've have had a little accident..)
The idea of the sum of two normal curve is the one I needed!
Anyway (David asked me) about the context of the dataset: the values
are from a part of a CT scan of the head (a nerve).

cheers,
Mauro
aruzinsky
Posted: Wed Apr 09, 2008 5:55 am
Guest
On Apr 2, 8:43 pm, mauro <mauro.austra...@gmail.com> wrote:
Quote:
Hi all,
I got a vector of data approximately gaussian distributed.
I observed that the data doesn't form not a perfect gaussian, in fact
once represented, the shape is a kind of asymmetric gaussian, with the
left part less sloped then the right one.
I'm searching a mathematical model to describe it better then a simple
gaussian.
Using something like left and right variance. Does it exist something
like that?
Do you have any idea?

cheers,
Mauro

There is the "Epsilon-Skew-Exponential Power Distribution" or, more
specifically, "Epsilon-Skew-Normal" . About six months ago, I
downloaded a free PDF by Hassan Elsalloukh, but it is apparently no
longer free or available.

http://ualr.edu/hxelsalloukh/publication.html
 
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