References
- Barro, R. (1991) Economic growth in a cross section of countries, Quarterly Journal of Economics, 106, 407–43.
- Basile, R. (2008) Regional economic growth in Europe: a semiparametric spatial dependence approach, Papers in Regional Science, 87, 527–44.
- Bühlmann, P. and Yu, B. (2003) Boosting with the L2 loss: regression and classification, Journal of the American Statistical Association, 98, 324–39.
- Fernandez, C., Ley, E. and Steel, M. F. (2001) Model uncertainty in cross-country growth regressions, Journal of Applied Econometrics, 16, 563–76.
- Friedman, J., Hastie, T. and Tibshirani, R. (2000) Additive logistic regression: a statistical view of boosting (with discussion), The Annals of Statistics, 28, 337–407.
- Grier, K. B. and Tullock, G. (1989) An empirical analysis of cross-national economic growth, Journal of Monetary Economics, 24, 259–76.
- Gu, C. (2002) Smoothing Spline ANOVA Models, Springer, New York, NY.
- Hastie, T. and Tibshirani, R. (1990) Generalized Additive Models, Chapman & Hall, London.
- Henderson, D. J., Papageorgiou, C. and Parmeter, C. F. (2011) Growth empirics wothout parameters, Economic Journal, 122, 125–54.
- Hofner, B., Hothorn, T., Kneib, T. et al. (2011) A framework for unbiased model selection based on boosting, Journal of Computational and Graphical Statistics, 20, 956–71.
- Hofner, B., Mayr, A., Robinzonov, N. et al. 2012. Model-based boosting in R: a hands-on tutorial using the R package mboost, Computational Statistics, 1–33. doi: 10.1007/s00180-012-0382-5.
- Kneib, T., Hothorn, T. and Tutz, G. (2009) Variable selection and model choice in geoadditive regression models, Biometrics, 65, 626–34.
- Kostov, P. (2010) Model boosting for spatial weighting matrix selection in spatial lag models, Environment and Planning B: Planning and Design, 37, 533–49.
- Levine, R. and Renelt, D. (1992) Sensitivity analysis of cross-country growth regressions, American Economic Review, 82, 942–63.
- Magrini, S. (2004) Regional (di) convergence, Handbook of Regional and Urban Economics, 4, 2741–96.
- Marx, B. D. and Eilers, P. H. (1998) Direct generalized additive modeling with penalized likelihood, Computational Statistics and Data Analysis, 28, 193–209.
- Sala-i-Martin, X. (1997) I just ran two million regressions, American Economic Review, 87, 178–83.
- Sala-i-Martin, X., Doppelhofer, G. and Miller, R. I. (2004) Determinants of long-term growth: a Bayesian averaging of classical estimates (BACE) approach, American Economic Review, 94, 813–35.
- Salimans, T. (2012) Variable selection and functional form uncertainty in cross-country growth regressions, Journal of Econometrics, 171, 267–80.
- Schmid, M. and Hothorn, T. (2008) Boosting additive models using component-wise P-Splines, Computational Statistics and Data Analysis, 53, 298–311.
- Tutz, G. and Binder, H. (2006) Generalized additive modelling with implicit variable selection by likelihood-based boosting, Biometrics, 62, 961–71.