IDEAS home Printed from https://ideas.repec.org/p/ehl/lserod/25506.html
   My bibliography  Save this paper

Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator

Author

Listed:
  • Santos Silva, Joao
  • Tenreyro, Silvana

Abstract

We extend the simulation results given in Santos-Silva and Tenreyro (2006, ‘The Log of Gravity’, The Review of Economics and Statistics, 88, pp.641-658) by considering data generated as a finite mixture of gamma variates. Data generated in this way can naturally have a large proportion of zeros and is fully compatible with constant elasticity models such as the gravity equation. Our results confirm that the Poisson pseudo maximum likelihood estimator is generally well behaved.

Suggested Citation

  • Santos Silva, Joao & Tenreyro, Silvana, 2009. "Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator," LSE Research Online Documents on Economics 25506, London School of Economics and Political Science, LSE Library.
  • Handle: RePEc:ehl:lserod:25506
    as

    Download full text from publisher

    File URL: http://eprints.lse.ac.uk/25506/
    File Function: Open access version.
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Dr Alex Bryson, 2009. "Employee Voice and Private Sector Workplace Outcomes in Britain, 1980-2004," National Institute of Economic and Social Research (NIESR) Discussion Papers 329, National Institute of Economic and Social Research.
    2. Eaton Jonathan & Tamura Akiko, 1994. "Bilateralism and Regionalism in Japanese and U.S. Trade and Direct Foreign Investment Patterns," Journal of the Japanese and International Economies, Elsevier, vol. 8(4), pages 478-510, December.
    3. Jeffrey A. Frankel, 1997. "Regional Trading Blocs in the World Economic System," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 72, October.
    4. Martínez-Zarzoso, Inmaculada & Nowak-Lehmann D., Felicitas & Vollmer, Sebastian, 2007. "The log of gravity revisited," University of Göttingen Working Papers in Economics 64, University of Goettingen, Department of Economics.
    5. 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.
    6. Rainer Winkelmann, 2008. "Econometric Analysis of Count Data," Springer Books, Springer, edition 0, number 978-3-540-78389-3, June.
    7. 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.
    8. Martin, Will & Pham, Cong S., 2008. "Estimating the gravity model when zero trade flows are frequent," Working Papers eco_2008_03, Deakin University, Department of Economics.
    9. Manning, Willard G. & Mullahy, John, 2001. "Estimating log models: to transform or not to transform?," Journal of Health Economics, Elsevier, vol. 20(4), pages 461-494, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kareem, Fatima Olanike & Martinez-Zarzoso, Inmaculada & Brümmer, Bernhard, 2016. "Fitting the Gravity Model when Zero Trade Flows are Frequent: a Comparison of Estimation Techniques using Africa's Trade Data," GlobalFood Discussion Papers 230588, Georg-August-Universitaet Goettingen, GlobalFood, Department of Agricultural Economics and Rural Development.
    2. J. M. C. Santos Silva & Silvana Tenreyro, 2009. "On the Existence of the Maximum Likelihood Estimates for Poisson Regression," CEP Discussion Papers dp0932, Centre for Economic Performance, LSE.
    3. Head, Keith & Mayer, Thierry, 2014. "Gravity Equations: Workhorse,Toolkit, and Cookbook," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 131-195, Elsevier.
    4. Santos Silva, J.M.C. & Tenreyro, Silvana, 2010. "On the existence of the maximum likelihood estimates in Poisson regression," Economics Letters, Elsevier, vol. 107(2), pages 310-312, May.
    5. J. M. C. Santos Silva & Silvana Tenreyro, 2011. "poisson: Some convergence issues," Stata Journal, StataCorp LP, vol. 11(2), pages 215-225, June.
    6. Fabbri, D & Robone, S, 2008. "The geography of hospital admission in a National Health Service with patient choice: evidence from Italy," Health, Econometrics and Data Group (HEDG) Working Papers 08/29, HEDG, c/o Department of Economics, University of York.
    7. 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.
    8. repec:hal:wpspec:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    9. repec:hal:spmain:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    10. Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2022. "Explaining German outward FDI in the EU: a reassessment using Bayesian model averaging and GLM estimators," Empirical Economics, Springer, vol. 62(2), pages 487-511, February.
    11. Martijn Burger & Frank van Oort & Gert-Jan Linders, 2009. "On the Specification of the Gravity Model of Trade: Zeros, Excess Zeros and Zero-inflated Estimation," Spatial Economic Analysis, Taylor & Francis Journals, vol. 4(2), pages 167-190.
    12. Estrella Gómez-Herrera, 2013. "Comparing alternative methods to estimate gravity models of bilateral trade," Empirical Economics, Springer, vol. 44(3), pages 1087-1111, June.
    13. Scott French, 2017. "Comparative Advantage and Biased Gravity," Discussion Papers 2017-03, School of Economics, The University of New South Wales.
    14. Minyu Zhou & Ian Sheldon & Jihyun Eum, 2018. "The role of intellectual property rights in seed technology transfer through trade: evidence from U.S. field crop seed exports," Agricultural Economics, International Association of Agricultural Economists, vol. 49(4), pages 423-434, July.
    15. Anthony Briant & Pierre-Philippe Combes & Miren Lafourcade, 2014. "Product Complexity, Quality of Institutions and the Protrade Effect of Immigrants," The World Economy, Wiley Blackwell, vol. 37(1), pages 63-85, January.
    16. Michele Fratianni & Francesco Marchionne, 2011. "The Limits to Integration," Chapters, in: Miroslav N. Jovanović (ed.), International Handbook on the Economics of Integration, Volume I, chapter 9, Edward Elgar Publishing.
    17. Börner, Lars & Severgnini, Battista, 2011. "Epidemic trade," Discussion Papers 2011/12, Free University Berlin, School of Business & Economics.
    18. Yiu Por (Vincent) Chen, 2016. "Fiscal Decentralization, Rural Industrialization and Undocumented Labour Mobility in Rural China, 1982–87," Regional Studies, Taylor & Francis Journals, vol. 50(9), pages 1469-1482, September.
    19. Martin,William J., 2020. "Making Gravity Great Again," Policy Research Working Paper Series 9391, The World Bank.
    20. repec:hal:spmain:info:hdl:2441/75dbbb2hc596np6q8flqf6i79k is not listed on IDEAS
    21. Clément Bosquet & Hervé Boulhol, 2014. "Applying the GLM Variance Assumption to Overcome the Scale-Dependence of the Negative Binomial QGPML Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 33(7), pages 772-784, October.
    22. Kai Sun & Daniel J. Henderson & Subal C. Kumbhakar, 2011. "Biases in approximating log production," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(4), pages 708-714, June.
    23. Haq, Zahoor Ul & Meilke, Karl D. & Cranfield, John A.L., 2011. "The Gravity Model and the Problem of Zero's in Agrifood Trade," Working Papers 116851, Canadian Agricultural Trade Policy Research Network.

    More about this item

    JEL classification:

    • F10 - International Economics - - Trade - - - General
    • C50 - Mathematical and Quantitative Methods - - Econometric Modeling - - - General
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ehl:lserod:25506. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: LSERO Manager (email available below). General contact details of provider: https://edirc.repec.org/data/lsepsuk.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.