Using Lasso-Type Penalties to Model Time-Varying Covariate Effects in Panel Data Regressions – A Novel Approach Illustrated by the ‘Death of Distance’ in International Trade
When analyzing panel data using regression models, it is often reasonable to allow for time-varying covariate effects. We propose a novel approach to modelling timevarying coefficients in panel data regressions, which is based on penalized regression techniques. To illustrate the usefulness of this approach, we revisit the well-known empirical puzzle of the ‘death of distance’ in international trade. We find significant differences between results obtained with the proposed estimator and those obtained with ‘traditional’ methods. The proposed method can also be used for model selection, and to allow covariate effects to vary over other dimensions than time.
|Date of creation:||13 Mar 2013|
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- Zou, Hui, 2006. "The Adaptive Lasso and Its Oracle Properties," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1418-1429, December.
- Lukas Meier & Sara van de Geer & Peter Bühlmann, 2008. "The group lasso for logistic regression," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 70(1), pages 53-71.
- Head, Keith & Mayer, Thierry & Ries, John, 2010.
"The erosion of colonial trade linkages after independence,"
Journal of International Economics,
Elsevier, vol. 81(1), pages 1-14, May.
- Keith Head & Thierry Mayer & John Ries, 2008. "The erosion of colonial trade linkages after independence," Sciences Po publications 6951, Sciences Po.
- Thierry Mayer & Keith Head & John Ries, 2008. "The Erosion of Colonial Trade Linkages after Independence," Working Papers 2008-27, CEPII research center.
- Keith Head & Thierry Mayer & John Ries, 2011. "The erosion of colonial trade linkages after independence," Sciences Po publications info:hdl:2441/c8dmi8nm4pd, Sciences Po.
- Head, Keith & Mayer, Thierry & Ries, John, 2008. "The Erosion of Colonial Trade Linkages After Independence," CEPR Discussion Papers 6951, C.E.P.R. Discussion Papers.
- Keith Head & Thierry Mayer & John Ries, 2011. "The erosion of colonial trade linkages after independence," Post-Print hal-01024396, HAL.
- Keith Head & Thierry Mayer & John Ries, 2008. "The erosion of colonial trade linkages after independence," Working Papers hal-01066116, HAL.
- Berthelon, Matias & Freund, Caroline, 2008. "On the conservation of distance in international trade," Journal of International Economics, Elsevier, vol. 75(2), pages 310-320, July.
- Berthelon, Matias & Freund, Caroline, 2004. "On the conservation of distance in international trade," Policy Research Working Paper Series 3293, The World Bank.
- Jean-François Brun & Céline Carrère & Patrick Guillaumont & Jaime de Melo, 2015. "Has Distance Died? Evidence from a Panel Gravity Model," World Scientific Book Chapters,in: Developing Countries in the World Economy, chapter 13, pages 299-320 World Scientific Publishing Co. Pte. Ltd..
- Jean-François Brun & Céline Carrère & Patrick Guillaumont & Jaime de Melo, 2005. "Has Distance Died? Evidence from a Panel Gravity Model," World Bank Economic Review, World Bank Group, vol. 19(1), pages 99-120.
- Jean-François BRUN & Céline CARRERE & Jaime MELO DE & Patrick GUILLAUMONT, 2002. "Has Distance Died? Evidence from a Panel Gravity Model," Working Papers 200215, CERDI.
- Brun, Jean-François & Carrère, Céline & de Melo, Jaime & Guillaumont, Patrick, 2002. "Has Distance Died? Evidence from a Panel Gravity Model," CEPR Discussion Papers 3500, C.E.P.R. Discussion Papers.
- Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053, September.
- J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
- Joao Santos Silva & Silvana Tenreyro, 2005. "The Log of Gravity," CEP Discussion Papers dp0701, Centre for Economic Performance, LSE.
- Santos Silva, J.M.C & Tenreyro, Silvana, 2005. "The Log of Gravity," CEPR Discussion Papers 5311, C.E.P.R. Discussion Papers.
- Joao Santos Silva & Silvana Tenreyro, 2005. "The log of gravity," LSE Research Online Documents on Economics 3744, London School of Economics and Political Science, LSE Library.
- Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
- Joakim Westerlund & Fredrik Wilhelmsson, 2009. "Estimating the gravity model without gravity using panel data," Applied Economics, Taylor & Francis Journals, vol. 43(6), pages 641-649.
- Robert Tibshirani & Michael Saunders & Saharon Rosset & Ji Zhu & Keith Knight, 2005. "Sparsity and smoothness via the fused lasso," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(1), pages 91-108.
- Jan Gertheiss & Gerhard Tutz, 2009. "Penalized Regression with Ordinal Predictors," International Statistical Review, International Statistical Institute, vol. 77(3), pages 345-365, December.
- Gourieroux, Christian & Monfort, Alain & Trognon, Alain, 1984. "Pseudo Maximum Likelihood Methods: Applications to Poisson Models," Econometrica, Econometric Society, vol. 52(3), pages 701-720, May.
- Gourieroux Christian & Monfort Alain & Trognon A, 1982. "Pseudo maximum lilelihood methods : applications to poisson models," CEPREMAP Working Papers (Couverture Orange) 8203, CEPREMAP.
- White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
- Hao Helen Zhang & Wenbin Lu, 2007. "Adaptive Lasso for Cox's proportional hazards model," Biometrika, Biometrika Trust, vol. 94(3), pages 691-703.
- David T Coe & Arvind Subramanian & Natalia T Tamirisa, 2007. "The Missing Globalization Puzzle: Evidence of the Declining Importance of Distance," IMF Staff Papers, Palgrave Macmillan, vol. 54(1), pages 34-58, May.
- Céline Carrère & Maurice Schiff, 2005. "On the Geography of Trade. Distance is Alive and Well," Revue économique, Presses de Sciences-Po, vol. 56(6), pages 1249-1274.
- Céline CARRERE & Maurice SCHIFF, 2004. "On the Geography of Trade: Distance is Alive and Well," Working Papers 200423, CERDI.
- Carrere, Celine & Schiff, Maurice, 2004. "On the geography of trade : distance is alive and well," Policy Research Working Paper Series 3206, The World Bank.
- Ming Yuan & Yi Lin, 2006. "Model selection and estimation in regression with grouped variables," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 68(1), pages 49-67. Full references (including those not matched with items on IDEAS)
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