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On the existence and uniqueness of JML estimates for the partial credit model

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Abstract

A necessary and sufficient condition is given in this paper for the existence and uniqueness of the maximum likelihood (the so-called joint maximum likelihood) estimate of the parameters of the Partial Credit Model. This condition is stated in terms of a structural property of the pattern of the data matrix that can be easily verified on the basis of a simple iterative procedure. The result is proved by using an argument of Haberman (1977).

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References

  • Adams R.A., Khoo S.T. (1993) QUEST [computer program]. Australian Council for Educational Research, Camberwell Victoria

    Google Scholar 

  • Andersen E.B. (1973) Conditional inference for multiple-choice questionnaires. British Journal of Mathematical and Statistical Psychology 26:31–44

    Google Scholar 

  • Andersen E.B. (1980) Discrete Statistical Models with Social Science Applications. North-Holland, Amsterdam

    Google Scholar 

  • Andersen E.B. (1995a) Polytomous Rasch models and their estimation. In: Fischer G.H., Molenaar I. (ed) Rasch models. Foundations, Recent Developements, and Applications. Springer, Berlin Heidelberg New York, pp 271–291

    Google Scholar 

  • Andersen E.B. (1995b) Residual analysis in the polytomous Rasch model. Psychometrika 60:375–393

    Google Scholar 

  • Andersen E.B. (1997) The rating scale model. In: van der Linden W.J., Hambleton R.K. (ed) Handbook of Modern Item Response Theory. Springer, Berlin Heidelberg New York, pp 67–84

    Google Scholar 

  • Barndorff-Nielsen O. (1978) Information and Exponential Families in Statistical Theory. Wiley, New York

    Google Scholar 

  • Barndorff-Nielsen O. (1988) Parametric Statistical Models and Likelihood. Lecture Notes in Statistics, 50. Springer, Berlin Heildelberg New York

    Google Scholar 

  • Fischer G.H. (1981) On the existence and uniqueness of maximum-likelihood estimates in the Rasch model. Psychometrika 46:59–77

    Google Scholar 

  • Fischer G.H., Parzer P. (1991) An extension of the rating scale model with an application to the measurement of change. Psychometrika 56:637–651

    Google Scholar 

  • Fischer G.H., Ponocny I. (1994) An extension of the partial credit model with an application to the measurement of change. Psychometrika 59:177–192

    Google Scholar 

  • Fischer G.H., Ponocny-Seliger E. (1998) Structural Rasch modeling. Handbook of the usage of LPCM-WIN 1.0. ProGAMMA and SciencePlus, Groningen NL

    Google Scholar 

  • Ghosh M. (1995) Inconsistent maximum likelihood estimators for the Rasch model. Statistics & Probability Letters 23:165–170

    Google Scholar 

  • Haberman S.J. (1974) The Analysis of Frequency Data. University of Chicago Press, Chicago

    Google Scholar 

  • Haberman S.J. (1977) Maximum likelihood estimates in exponential response models. Annals of Statistics 5:815–841

    Google Scholar 

  • Jacobsen M. (1989) Existence and unicity of MLEs in discrete exponential family distributions. Scandinavian Journal of Statistics 16:335–349

    Google Scholar 

  • Linacre J.M., Wright B.D. (2000) WINSTEPS: Multiple-choice, Rating Scale and Partial Credit Rasch Analysis [computer program]. MESA Press, Chicago

    Google Scholar 

  • Marshall A.W., Olkin I. (1979) Inequalities: Theory of Majorization and its Applications. Academic Press, New York

    Google Scholar 

  • Masters G.N. (1982) A Rasch model for partial credit scoring. Psychometrika 47:149–174

    Google Scholar 

  • Rockafellar R.T. (1970) Convex Analysis. Princeton University Press, Princeton

    Google Scholar 

  • van der Linden W.J., Hambleton R.K. (1997) Item response theory: Brief history, common models, and extensions. In: W.J. van der Linden, Hambleton R.K. (eds) Handbook of Modern Item Response Theory. Springer, Berlin Heidelberg New York, pp 1–28

    Google Scholar 

  • Wilson M., Masters G.N. (1993) The Partial Credit Model and null categories. Psychometrika 58:87–99

    Google Scholar 

  • Wright B.D., Masters G.N. (1982) Rating Scale Analysis. MESA Press, Chicago

    Google Scholar 

  • Zehna P.W. (1966) Invariance of maximum likelihood. The Annals of Mathematical Statistics 37:744

    Google Scholar 

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Correspondence to Lucio Bertoli-Barsotti.

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The author wishes to thank the Editor and the anonymous reviewers for their comments that helped to substantially improve the final version of this paper.

This research was supported in part by a MURST grant (ex 60%).

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Bertoli-Barsotti, L. On the existence and uniqueness of JML estimates for the partial credit model. Psychometrika 70, 517–531 (2005). https://doi.org/10.1007/s11336-001-0917-0

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