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Nonparametric Model Discrimination in International Relations

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  • Kevin A. Clarke

    (Department of Political Science University of Rochester)

Abstract

This study introduces a simple nonparametric test for the relative discrimination of models in international relations research. The common parametric approach, the Vuong test, does not perform well under the small-n, high canonical correlation conditions that are sometimes encountered in world politics research. The nonparametric approach outperforms the Vuong test in Monte Carlo experiments and is trivial to implement even for the most complicated models. The method is applied to two empirical examples: the debate over long cycles and the effect of domestic politics on foreign policy decision making.

Suggested Citation

  • Kevin A. Clarke, 2003. "Nonparametric Model Discrimination in International Relations," Journal of Conflict Resolution, Peace Science Society (International), vol. 47(1), pages 72-93, February.
  • Handle: RePEc:sae:jocore:v:47:y:2003:i:1:p:72-93
    DOI: 10.1177/0022002702239512
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    References listed on IDEAS

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    1. Davidson, Russell & MacKinnon, James G, 1981. "Several Tests for Model Specification in the Presence of Alternative Hypotheses," Econometrica, Econometric Society, vol. 49(3), pages 781-793, May.
    2. Reiter, Dan & Stam, Allan C., 1998. "Democracy, War Initiation, and Victory," American Political Science Review, Cambridge University Press, vol. 92(2), pages 377-389, June.
    3. Joshua S. Goldstein, 1991. "A War-Economy Theory of the Long Wave," International Economic Association Series, in: Niels Thygesen & Kumaraswamy Velupillai & Stefano Zambelli (ed.), Business Cycles, chapter 12, pages 303-328, Palgrave Macmillan.
    4. MacKinnon, James G. & White, Halbert & Davidson, Russell, 1983. "Tests for model specification in the presence of alternative hypotheses : Some further results," Journal of Econometrics, Elsevier, vol. 21(1), pages 53-70, January.
    5. Lavergne, Pascal & Vuong, Quang H, 1996. "Nonparametric Selection of Regressors: The Nonnested Case," Econometrica, Econometric Society, vol. 64(1), pages 207-219, January.
    6. Huth, Paul & Gelpi, Christopher & Bennett, D. Scott, 1993. "The Escalation of Great Power Militarized Disputes: Testing Rational Deterrence Theory and Structural Realism," American Political Science Review, Cambridge University Press, vol. 87(3), pages 609-623, September.
    7. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    8. P. Lavergne & Q.H. Vuong, 1996. "Nonparametric selection of regressors : the nonnested case [[Sélection non paramétrique de régresseurs : le cas de régressions non emboîtées]]," Post-Print hal-02689500, HAL.
    9. Pollins, Brian M., 1996. "Global Political Order, Economic Change, and Armed Conflict: Coevolving Systems and the Use of Force," American Political Science Review, Cambridge University Press, vol. 90(1), pages 103-117, March.
    10. Henry Kaiser & Kern Dickman, 1962. "Sample and population score matrices and sample correlation matrices from an arbitrary population correlation matrix," Psychometrika, Springer;The Psychometric Society, vol. 27(2), pages 179-182, June.
    11. Howard Doran, 1993. "Testing Nonnested Models," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 75(1), pages 95-103.
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