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st: poisson will not converge


From   Scott Cunningham <[email protected]>
To   [email protected]
Subject   st: poisson will not converge
Date   Wed, 24 May 2006 10:27:05 -0400

I am estimating a poisson with fixed effects at the individual level, year effect, state effects and state-year effects. There are approximately 3 groups of 800 observations in the sample. It will not converge unfortunately.

I've posted this problem before, but previously I thought the problem could be rectified if I were to acquire Stata SE (9.2) so that I could use the -poisson- rather than the -xtpoisson- model with fixed effects. With Stata SE, I could expand the matrix size to 5000 and thus use i.id to control for fixed effects, rather than -fe i(id)- in the xtpoisson. My hope was that this would work better, but unfortunately it is no closer. Here's my output so far. Any suggestions? I am sending this before letting it run for thousands of iterations because in my experience, once it locks up and says "not concave" then it won't improve with thousands of iterations. What is causing this problem? Poisson models are straightforward, so there has to be something wrong here, right? I will note that the problem appears to be the extensive dummies included.

. xi:poisson rp srfm age2 hgc hhd1 i.year i.fip i.year*i.fip i.id, cluster(id)
> robust
i.year _Iyear_1998-2002 (naturally coded; _Iyear_1998 omitted)
i.fip _Ifip_1-55 (naturally coded; _Ifip_1 omitted)
i.year*i.fip _IyeaXfip_#_# (coded as above)
i.id _Iid_6-7612 (naturally coded; _Iid_6 omitted)
note: _Ifip_2 dropped due to collinearity
note: _Ifip_35 dropped due to collinearity
note: _Iyear_2000 dropped due to collinearity
note: _Iyear_2002 dropped due to collinearity
note: _Ifip_4 dropped due to collinearity
note: _Ifip_5 dropped due to collinearity
note: _Ifip_6 dropped due to collinearity
note: _Ifip_8 dropped due to collinearity
note: _Ifip_9 dropped due to collinearity
note: _Ifip_10 dropped due to collinearity
note: _Ifip_11 dropped due to collinearity
note: _Ifip_12 dropped due to collinearity
note: _Ifip_13 dropped due to collinearity
note: _Ifip_17 dropped due to collinearity
note: _Ifip_18 dropped due to collinearity
note: _Ifip_20 dropped due to collinearity
note: _Ifip_21 dropped due to collinearity
note: _Ifip_22 dropped due to collinearity
note: _Ifip_24 dropped due to collinearity
note: _Ifip_25 dropped due to collinearity
note: _Ifip_26 dropped due to collinearity
note: _Ifip_27 dropped due to collinearity
note: _Ifip_28 dropped due to collinearity
note: _Ifip_29 dropped due to collinearity
note: _Ifip_32 dropped due to collinearity
note: _Ifip_34 dropped due to collinearity
note: _Ifip_36 dropped due to collinearity
note: _Ifip_37 dropped due to collinearity
note: _Ifip_38 dropped due to collinearity
note: _Ifip_39 dropped due to collinearity
note: _Ifip_40 dropped due to collinearity
note: _Ifip_41 dropped due to collinearity
note: _Ifip_42 dropped due to collinearity
note: _Ifip_44 dropped due to collinearity
note: _Ifip_45 dropped due to collinearity
note: _Ifip_47 dropped due to collinearity
note: _Ifip_48 dropped due to collinearity
note: _Ifip_51 dropped due to collinearity
note: _Ifip_53 dropped due to collinearity
note: _Ifip_55 dropped due to collinearity
note: _IyeaXfip_2000_38 dropped due to collinearity
note: _IyeaXfip_2002_2 dropped due to collinearity
note: _IyeaXfip_2002_38 dropped due to collinearity
note: _Iid_1817 dropped due to collinearity
note: _Iid_3799 dropped due to collinearity
note: _Iid_6767 dropped due to collinearity
note: _Iid_6934 dropped due to collinearity
note: _Iid_7074 dropped due to collinearity

Iteration 0: log pseudolikelihood = -66141.901
Iteration 1: log pseudolikelihood = -38218.672 (backed up)
Iteration 2: log pseudolikelihood = -29999.973 (backed up)
Iteration 3: log pseudolikelihood = -17459.693
Iteration 4: log pseudolikelihood = -9438.949
Iteration 5: log pseudolikelihood = -5553.0749
Iteration 6: log pseudolikelihood = -4394.8428
Iteration 7: log pseudolikelihood = -4292.1682
Iteration 8: log pseudolikelihood = -4286.6815
Iteration 9: log pseudolikelihood = -4286.6698
Iteration 10: log pseudolikelihood = -4286.6698 (not concave)
Iteration 11: log pseudolikelihood = -4286.6698 (not concave)
Iteration 12: log pseudolikelihood = -4286.6698 (not concave)
Iteration 13: log pseudolikelihood = -4286.6698 (not concave)
Iteration 14: log pseudolikelihood = -4286.6698 (not concave)
Iteration 15: log pseudolikelihood = -4286.6698 (not concave)
Iteration 16: log pseudolikelihood = -4286.6698 (not concave)
Iteration 17: log pseudolikelihood = -4286.6698 (not concave)
Iteration 18: log pseudolikelihood = -4286.6698 (not concave)
Iteration 19: log pseudolikelihood = -4286.6698 (not concave)
Iteration 20: log pseudolikelihood = -4286.6698 (not concave)

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