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A small-sample correction for the Schwarz SIC model selection criterion

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  • McQuarrie, Allan D.

Abstract

The relationship between AIC and AICc is used to derive the small-sample correction, SICc, for Schwarz's SIC model selection criterion. Small-sample properties of SIC and SICc are discussed. Small-sample and large-scale simulation studies including nonnormal errors are presented as well. Consistent criteria are useful when there is a large number of extraneous variables in a study. Consistent criteria are less affected by the increased opportunity for overfitting.

Suggested Citation

  • McQuarrie, Allan D., 1999. "A small-sample correction for the Schwarz SIC model selection criterion," Statistics & Probability Letters, Elsevier, vol. 44(1), pages 79-86, August.
  • Handle: RePEc:eee:stapro:v:44:y:1999:i:1:p:79-86
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    References listed on IDEAS

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    1. Geweke, John & Meese, Richard, 1981. "Estimating regression models of finite but unknown order," Journal of Econometrics, Elsevier, vol. 16(1), pages 162-162, May.
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    1. Cribari-Neto, Francisco & Scher, Vinícius T. & Bayer, Fábio M., 2023. "Beta autoregressive moving average model selection with application to modeling and forecasting stored hydroelectric energy," International Journal of Forecasting, Elsevier, vol. 39(1), pages 98-109.
    2. Fábio Bayer & Francisco Cribari-Neto, 2015. "Bootstrap-based model selection criteria for beta regressions," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 24(4), pages 776-795, December.
    3. Carlos A. Medel, 2015. "Probabilidad Clásica de Sobreajuste con Criterios de Información: Estimaciones con Series Macroeconómicas Chilenas," Revista de Analisis Economico – Economic Analysis Review, Universidad Alberto Hurtado/School of Economics and Business, vol. 30(1), pages 57-72, Abril.
    4. Jennifer L. Castle & Xiaochuan Qin & W. Robert Reed, 2013. "Using Model Selection Algorithms To Obtain Reliable Coefficient Estimates," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 269-296, April.
    5. Bentolhoda Asl-Rousta & S. Jamshid Mousavi & Majid Ehtiat & Mehdi Ahmadi, 2018. "SWAT-Based Hydrological Modelling Using Model Selection Criteria," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(6), pages 2181-2197, April.
    6. Qichang Xie & Yingkun Yan & Xu Wang, 2023. "Assessing the role of foreign direct investment in environmental sustainability: a spatial semiparametric panel approach," Economic Change and Restructuring, Springer, vol. 56(2), pages 1263-1295, April.

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