Introduction to the Special Issue on Model Selection

Akaike, Hirotogu . 1973. “Information Theory and an Extension of the Maximum Likelihood Principle.” Pp. 267-281 in Proceedings of the Second International Symposium on Information Theory, edited by B. N. Petrov and F. Csaki . Budapest: Akadamiai Kiado.

Atkinson, A. C. 1978. “Posterior Probabilities for Choosing a Regression Model.” Biometrika 65:39-48.

Berger, James O. and Mohan Delampady . 1987. “Testing Precise Hypotheses.” Statistical Science 3:317-333.

Berger, James O. and Thomas Sellke . 1987. “Testing a Point Null Hypothesis: The Irreconcilability of P Values and Evidence.” Journal of the American Statistical Association 82:112-122.

Berkson, Joseph . 1938. “Some Difficulties of Interpretation Encountered in the Application of the Chi-Square Test.” Journal of the American Statistical Association 33:526-542.

Box, George E. P. 1979. “Robustness in the Strategy of Scientific Model-Building.” Pp. 201-236 in Robustness in Statistics, edited by Robert L. Lauer and Graham N. Wilkinson . New York: Academic Press.

Burnham, Kenneth P. and David Anderson . 2002. Model Selection and Multi-Model Inference. 2d ed. New York: Springer.

Burnham, Kenneth P. and David Anderson . 2004. “Multimodel Inference: Understanding AIC and BIC in Model Selection.” Sociological Methods & Research 33:261-304.

Casella, George and Roger L. Berger . 1987. “Reconciling Bayesian and Frequentist Evidence in the One-Sided Testing Problem.” Journal of the American Statistical Association 82:106-111.

Cox, D. R. 1962. “Further Results on Tests of Separate Families of Hypotheses.” Journal of the Royal Statistical Society, Series B 24:406-424.

Cram¥er, Harald . 1946. Mathematical Methods of Statistics. Princeton, NJ: Princeton University Press.

Dickey, James M. and B. P. Lientz . 1970. “The Weighted Likelihood Ratio, Sharp Hypotheses About Chances, the Order of a Markov Chain.” Annals of Mathematical Statistics 41:214-226.

Edwards, Ward , Harold Lindman , and Leonard J. Savage . 1963. “Bayesian Statistical Inference for Psychological Research.” Psychological Review 70:193-242.

Fisher, R. A. 1925. Statistical Methods for Research Workers. Edinburgh, UK: Oliver & Boyd.

Fox, John . 1997. Applied Regression Analysis, Linear Models, and Related Methods. Thousand Oaks, CA: Sage.

Gill, Jeff . 1999. “The Insignificance of Null Hypothesis Significance Testing.” Political Research Quarterly 52:647-674.

Granger, Clive W. J. , Maxwell L. King , and Halbert White . 1995. “Comments on Testing Economic Theories and the Use of Model Selection Criteria.” Journal of Econometrics 67:173-187.

Halaby, Charles N. and David L. Weakliem . 1993. “Ownership and Authority in the Earnings Function: Nonnested Tests of Alternative Specifications.” American Sociological Review 58:16-30.

Hansen, Bruce E. 1999. “ Discussion of ‘Data Mining Reconsidered.’ ” Econometrics Journal 2:192-201.

Harlow, Lisa Lavoie , Stanley A. Mulaik , and James H. Steiger , eds. 1997. What If There Were No Significance Tests? Mahwah, NJ: Lawrence Erlbaum.

Huberty, Carl J. 1993. “Historical Origins of Statistical Testing Practices: The Treatment of Fisher Versus Neyman-Pearson Views in Textbooks.” Journal of Experimental Education 61:317-333.

Hurvich, Clifford M. 1997. “Mean Square Over Degrees of Freedom: New Perspectives on a Model Selection Treasure.” Pp. 203-216 in The Practice of Data Analysis, edited by D. R. Brillinger , L. T. Fernholz , and S. Morgenthaler . Princeton, NJ: Princeton University Press.

Jeffreys, Harold . 1961. Theory of Probability. 3d ed. Oxford, UK: Oxford University Press.

Kuha, Jouni . 2003. “Model Assessment and Model Choice: An Annotated Bibliography.” Retrieved from http://stats.lse.ac.uk/kuha/msbib/biblio/

Kuha, Jouni . 2004. “AIC and BIC: Comparisons of Assumptions and Performance.” Sociological Methods & Research 33:188-229.

Lindsey, J. K. 1996. Parametric Statistical Inference. Oxford, UK: Oxford University Press.

Lipset, Seymour Martin , Martin A. Trow , and James S. Coleman . 1956. Union Democracy. Glencoe, IL: Free Press.

Maddala, G. S. 1988. Introduction to Econometrics. New York: Macmillan.

Morrison, Denton E. and Ramon E. Henkel , eds. 1970. The Significance Test Controversy. Chicago: Aldine.

Neyman, Jerzy and E. S. Pearson . 1933. “On the Problem of Most Efficient Tests of Statistical Hypotheses.” Philosophical Transactions of the Royal Society, Series A 231:289-337.

Pearson, E. S. [1962] 1966. “Some Thoughts on Statistical Inference.” Annals of Mathematical Statistics 33:394-403.

Popper, Karl R. 1959. The Logic of Scientific Discovery. New York: Basic Books.

Raftery, Adrian E. 1986. “Choosing Models for Cross-Classifications.” American Sociological Review 51:145-146.

Raftery, Adrian E. 1995. “Bayesian Model Selection in Social Research.” Pp. 111-164 in Sociological Methodology 1995, edited by A. E. Raftery . Oxford, UK: Blackwell.

Rissanen, Jorma . 1987. “Stochastic Complexity.” Journal of the Royal Statistical Society, Series B 49:223-229.

Sala-i-Martin, Xavier X. 1997. “I Just Ran Two Million Regressions.” American Economic Review (Papers and Proceedings) 87:178-183.

Schwarz, Gideon . 1978. “Estimating the Dimension of a Model.” Annals of Statistics 6:461-464.

Shao, Jun . 1997. “An Asymptotic Theory for Model Selection.” Statistica Sincia 7:221-264.

Sprott, D. A. 2000. Statistical Inference in Science. New York: Springer.

Stine, Robert A. 2004. “Model Selection Using Information Theory and the MDL Principle.” Sociological Methods & Research 33:230-260.

Stone, M. 1977. “Asymptotics for and Against Cross-Validation.” Biometrika 64:29-35.

Theil, Henri . 1961. Economic Forecasts and Policy. Amsterdam: North-Holland.

Tukey, John W. 1991. “The Philosophy of Multiple Comparisons.” Statistical Science 6:100-118.

Weakliem, David . 1999. “A Critique of the Bayesian Information Criterion for Model Selection.” Sociological Methods & Research 27:359-397.