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From | "Cale, Grace E" <cale.grace@uky.edu> |
To | "statalist@hsphsun2.harvard.edu" <statalist@hsphsun2.harvard.edu> |
Subject | st: comparing more than 2 negative binomial models using fitstat command |
Date | Tue, 25 Mar 2014 20:08:10 +0000 |
Good afternoon! I am attempting to compare AIC and BIC' scores for four negative binomial regression models I am using for my thesis. I am using Stata/IC for Windows 7 (32-bit). For the sake of your time, my simple question is: what is the best way to compare more than two nested negative binomial models' AIC and BIC' scores? For details: I have been using the -nbreg- command for a set of nested models, and have successfully compared AIC and BIC' scores between the two models with the below commands: I type: -quietly nbreg polact model2independentvariables if cooksd!=1, vce(robust)- And: -quietly fitstat, saving(m2)- Then: -quietly nbreg polact model1independentvariables if cooksd!=1 & e(sample)- And: - fitstat, using(m2)- This gives me: .Measures of Fit for nbreg of polact Current Saved Difference .Model: nbreg nbreg .N: 732 732 0 .Log-Lik Intercept Only: -1531.264 -1531.264 0.000 .Log-Lik Full Model: -1424.746 -1413.334 -11.412 .D: 2849.492(707) 2826.668(704) 22.824(3) .LR: 213.037(23) 235.861(26) -22.824(-3) .Prob > LR: 0.000 0.000 0.000 .McFadden's R2: 0.070 0.077 -0.007 .McFadden's Adj R2: 0.053 0.059 -0.005 .Maximum Likelihood R2: 0.253 0.275 -0.023 .Cragg & Uhler's R2: 0.253 0.275 -0.023 .AIC: 3.961 3.938 0.023 .AIC*n: 2899.492 2882.668 16.824 .BIC: -1813.725 -1816.762 3.037 .BIC': -61.334 -64.371 3.037 .Difference of 3.037 in BIC' provides positive support for saved model. But when I compare models two and three, both sets of AIC and BIC' scores are different, so I cannot include these scores in my analysis tables, and the -fitstat- command does not allow for more than two tables to be compared. Do you have any recommendations? I will gladly provide additional details through this discussion list, or privately via email: cale.grace@uky.edu Thank you, Grace Cale Teaching Assistant MA Program: Sociology University of Kentucky Email: cale.grace@uky.edu * * For searches and help try: * http://www.stata.com/help.cgi?search * http://www.stata.com/support/faqs/resources/statalist-faq/ * http://www.ats.ucla.edu/stat/stata/