Mélanges de GLMs et nombre de composantes : application ... - Scor

Chapitre 4. Sélection de mélange de GLMs
Oliviera-Brochado, A. and Vitorino Martins, F. (2005), Assessing the number of components
in mixture models : a review. Working Paper. 115
Oliviera-Brochado, A. and Vitorino Martins, F. (2008), Determining the number of market
segments using an experimental design. Working Paper. 116
Raftery, A. (1994), Bayesian model selection in social research (with discussion), Technical
Report 94-12, Demography Center Working, University of Washington. 111
Redner, R. (1981), ‘Note on the consistency of the maximum likelihood estimate for nonidentifiable
distributions’, The Annals of Statistics 9(1), 225–228. 106, 118
Redner, R. and Walker, H. (1984), ‘Mixture densities, maximul likelihood and the em algorithm’,
SIAM Review 26(2), 195–239. 117
Ripley, B. (1995), Pattern Recognition and Neural Networks, Cambridge University Press,
Cambridge. 113
Sarstedt, M., Becker, J.-M., Ringle, C. and Schwaiger, M. (2011), ‘Uncovering and treating
unobserved heterogeneity with fixmix-pls : which model selection criterion provides an appropriate
number of segments ?’, Schmalenbach Business Review 63, 34–62. 116
Schlattmann, P. (2003), ‘Estimating the number of components in a finite mixture model :
the special case of homogeneity’, Computational Statistics and Data Analysis 41, 441–451.
115
Schwarz, G. (1978), ‘Estimating the dimension of a model’, Annals of Statistics 6, 461–464.
104, 111
van der Vaart, A. (1998), Asymptotic statistics, Cambridge Series in Statistical and Probabilistic
Mathematics, Cambridge. 124, 127, 135
Wald, A. (1949), ‘Note on the consistency of the maximum likelihood estimate’, The Annals
of Mathematical Statistics 20(4), 595–601. 106
Wenbin, L. (2006), ‘Penalized minimum matching distance-guided em algorithm’, International
Journal of Electronics and Communications 60, 235–239. 115
Yang, Y. (2005), ‘Can the strengths of aic and bic be shared ? a conflict between model
identification and regression estimation’, Biometrika 92(4), 937–950. 171
174