Parsimonious Classification Via Generalized Linear Mixed Models
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DOI: 10.1007/s00357-010-9045-9
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- Göran Kauermann & Tatyana Krivobokova & Ludwig Fahrmeir, 2009. "Some asymptotic results on generalized penalized spline smoothing," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 71(2), pages 487-503, April.
- Dennis Cox & Eunmee Koh, 1989. "A smoothing spline based test of model adequacy in polynomial regression," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 41(2), pages 383-400, June.
- Ruppert,David & Wand,M. P. & Carroll,R. J., 2003. "Semiparametric Regression," Cambridge Books, Cambridge University Press, number 9780521785167, October.
- Wand, M.P., 2007. "Fisher information for generalised linear mixed models," Journal of Multivariate Analysis, Elsevier, vol. 98(7), pages 1412-1416, August.
- Ruppert,David & Wand,M. P. & Carroll,R. J., 2003. "Semiparametric Regression," Cambridge Books, Cambridge University Press, number 9780521780506, October.
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Keywords
Akaike Information Criterion; Feature selection; Generalized additive models; Penalized splines; Supervised learning; Model selection; Rao statistics; Variance components;All these keywords.
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