IDEAS home Printed from https://ideas.repec.org/a/sae/somere/v14y1986i4p403-422.html
   My bibliography  Save this article

Model Selection Procedures for Network Autocorrelated Disturbances Models

Author

Listed:
  • MALCOLM M. DOW

    (Northwestern University)

Abstract

Strategies for model selection within the regression framework typically involve choices among several sometimes competing criteria. In this article, the interrelated criteria of goodness-of-fit and parameter invariance are explored with respect to a class of maximum likelihood network autocorrelation models. A GLS measure of generalized goodness-of-fit, R 2 G , is proposed for these models based on the equivalence of ML and GLS in the exponential family. This R 2 G statistic can be used to test for stability of parameters across various samples or subsamples. A second test of parameter invariance across subsamples is proposed: Schwarz's (1978) information Criterion. An example illustrates how these identification and testing procedures may be jointly used to help select the most adequate model for a given data set.

Suggested Citation

  • Malcolm M. Dow, 1986. "Model Selection Procedures for Network Autocorrelated Disturbances Models," Sociological Methods & Research, , vol. 14(4), pages 403-422, May.
    • Handle: RePEc:sae:somere:v:14:y:1986:i:4:p:403-422
    DOI: 10.1177/0049124186014004003
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0049124186014004003
    Download Restriction: no
    File URL: https://libkey.io/10.1177/0049124186014004003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Leen Hordijk, 1979. "Problems In Estimating Econometric Relations In Space," Papers in Regional Science, Wiley Blackwell, vol. 42(1), pages 99-115, January.
    2. Buse, A., 1979. "Goodness-of-fit in the seemingly unrelated regressions model : A generalization," Journal of Econometrics, Elsevier, vol. 10(1), pages 109-113, April.
    3. A S Brandsma & R H Ketellapper, 1979. "A Biparametric Approach to Spatial Autocorrelation," Environment and Planning A, , vol. 11(1), pages 51-58, January.
    4. McElroy, Marjorie B., 1977. "Goodness of fit for seemingly unrelated regressions : Glahn's R2y.x and Hooper's r2," Journal of Econometrics, Elsevier, vol. 6(3), pages 381-387, November.
    5. Pryor, Frederic L, 1976. "The Friedman-Savage Utility Function in Cross-cultural Perspective," Journal of Political Economy, University of Chicago Press, vol. 84(4), pages 821-834, August.
    6. P Burridge, 1981. "Testing for a Common Factor in a Spatial Autoregression Model," Environment and Planning A, , vol. 13(7), pages 795-800, July.
    7. Milton Friedman & L. J. Savage, 1948. "The Utility Analysis of Choices Involving Risk," Journal of Political Economy, University of Chicago Press, vol. 56(4), pages 279-279.
    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. Burridge, Peter, 2011. "A research agenda on general-to-specific spatial model search," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 21, pages 71-90.
    2. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
    3. Julie Le Gallo, 2000. "Spatial econometrics (1, Spatial autocorrelation) [Econométrie spatiale (1, Autocorrélation spatiale)]," Working Papers hal-01527290, HAL.
    4. J. Paul Elhorst & Katarina Zigova, 2011. "Evidence of Competition in Research Activity among Economic Department using Spatial Econometric Techniques," Working Paper Series of the Department of Economics, University of Konstanz 2011-04, Department of Economics, University of Konstanz.
    5. T. Rao & Saraswati Singh, 1990. "CORE vs. MLE for decision models under uncertainty," Journal of Economics, Springer, vol. 51(2), pages 145-158, June.
    6. Martijn J. Burger & Martijn Hendriks & Emma Pleeging & Jan C. Ours, 2020. "The joy of lottery play: evidence from a field experiment," Experimental Economics, Springer;Economic Science Association, vol. 23(4), pages 1235-1256, December.
    7. LE GALLO, Julie, 2000. "Econométrie spatiale 1 -Autocorrélation spatiale," LATEC - Document de travail - Economie (1991-2003) 2000-05, LATEC, Laboratoire d'Analyse et des Techniques EConomiques, CNRS UMR 5118, Université de Bourgogne.
    8. repec:asg:wpaper:1013 is not listed on IDEAS
    9. Per Binde, 2005. "Gambling Across Cultures: Mapping Worldwide Occurrence and Learning from Ethnographic Comparison," International Gambling Studies, Taylor & Francis Journals, vol. 5(1), pages 1-27, June.
    10. Luc Anselin, 1988. "Model Validation in Spatial Econometrics: A Review and Evaluation of Alternative Approaches," International Regional Science Review, , vol. 11(3), pages 279-316, December.
    11. Croux, Christophe & Reusens, Peter, 2013. "Do stock prices contain predictive power for the future economic activity? A Granger causality analysis in the frequency domain," Journal of Macroeconomics, Elsevier, vol. 35(C), pages 93-103.
    12. Heineck, Guido & Süssmuth, Bernd, 2013. "A different look at Lenin’s legacy: Social capital and risk taking in the Two Germanies," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 789-803.
    13. Bordo, Michael D. & Rockoff, Hugh, 2013. "The Influence Of Irving Fisher On Milton Friedman’S Monetary Economics," Journal of the History of Economic Thought, Cambridge University Press, vol. 35(2), pages 153-177, June.
    14. Edi Karni & Philippe Mongin, 2000. "On the Determination of Subjective Probability by Choices," Management Science, INFORMS, vol. 46(2), pages 233-248, February.
    15. Christian Johnson & George G Kaufman, 2007. "Un banco, con cualquier otro nombre…," Boletín, CEMLA, vol. 0(4), pages 185-199, Octubre-d.
    16. Roy, Saktinil & Kemme, David M., 2012. "Causes of banking crises: Deregulation, credit booms and asset bubbles, then and now," International Review of Economics & Finance, Elsevier, vol. 24(C), pages 270-294.
    17. Chateauneuf, Alain & Eichberger, Jurgen & Grant, Simon, 2007. "Choice under uncertainty with the best and worst in mind: Neo-additive capacities," Journal of Economic Theory, Elsevier, vol. 137(1), pages 538-567, November.
    18. Nicholas Barberis, 2012. "A Model of Casino Gambling," Management Science, INFORMS, vol. 58(1), pages 35-51, January.
    19. Xinhua Gu & Yang Zhang & Xiao Chang, 2017. "The role of financial systems for cross-country differences in the link between income and consumption inequality," Applied Economics, Taylor & Francis Journals, vol. 49(24), pages 2365-2378, May.
    20. Hooi Hooi Lean & Michael McAleer & Wing-Keung Wong, 2013. "Risk-averse and Risk-seeking Investor Preferences for Oil Spot and Futures," Documentos de Trabajo del ICAE 2013-31, Universidad Complutense de Madrid, Facultad de Ciencias Económicas y Empresariales, Instituto Complutense de Análisis Económico, revised Aug 2013.
    21. Pierre-Charles Pradier, 2006. "De usu artis conjectandi in jure : quid de oeconomia (politica) ?," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00274325, HAL.

    More about this item

    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:sae:somere:v:14:y:1986:i:4:p:403-422. 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: SAGE Publications (email available below). General contact details of provider: .

    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.