Template-type: ReDIF-Paper 1.0 Author-Name: J. Harnau Author-Workplace-Name: Department of Economics and Oriel College, University of Oxford Author-Email: jonas.harnau@oriel.ox.ac.uk Author-Name: B. Nielsen Author-Workplace-Name: Department of Economics and Nuffield, University of Oxford Author-Email: bent.nielsen@nuffield.ox.ac.uk Title: Over-dispersed age-period-cohort models Abstract: We consider inference and forecasting for aggregate data organised in a twoway table with age and cohort as indices, but without measures of exposure. This is modelled using a Poisson likelihood with an age-period-cohort structure for the mean while allowing for over-dispersion. We propose a repetitive structure that keeps the dimension of table fixed while increasing the latent exposure. For this we use a class of infinitely divisible distributions which include a variety of compound Poisson models and Poisson mixture models. This results in asymptotic F inference and t forecast distributions Keywords: Chain-ladder model; Forecasting; Generalized linear model; Inference; Infinitely divisible, Two-way table Length: 22 pages Creation-Date: 2017-07-31 Number: 2017-W06 File-URL: https://www.nuffield.ox.ac.uk/economics/Papers/2017/HarnauNielsen2017apcDP.pdf File-Format: application/pdf Handle: RePEc:nuf:econwp:1706