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log of zero & poisson regression...

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RAMCAL...
Posted: Fri Nov 06, 2009 12:34 am
Guest
Hello,

I am working with a possion regression model as follows:

- Data: y_1,....,y_100
- x_i ~~ log (y_i) %% ~~ = approximatelly
- x_i = mu + phi*(x_(i-1) - mu) + eps %% phi is known
- y_i ~ Poiss ( psi ) %% psi=exp(x_i)

So, x_i is AR(1) and im finding mu by MLE. My problem is that the data contains 0's, hence I cannot take the log. However, Im using the follow approx for x_i ~~ log(y_i + C), where C=0.00001, for example. The result for mu seems to dont vary that much for small C values, but Im wondering if someone can suggest some other trick to overcome the 0's in the data.

Thanks for any suggestion!
 
 
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