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The Bias Function of the Maximum Likelihood Estimate of Ability for the Dichotomous Response Level

Published online by Cambridge University Press:  01 January 2025

Fumiko Samejima*
Affiliation:
University of Tennessee
*
Requests for reprints should be sent to Fumiko Samejima, 310B Austin Peay Bldg., University of Tennessee, Knoxville, TN, 37996-0900.

Abstract

Samejima has recently given an approximation for the bias function for the maximum likelihood estimate of the latent trait in the general case where item responses are discrete, generalizing Lord's bias function in the three-parameter logistic model for the dichotomous response level. In the present paper, observations are made about the behavior of this bias function for the dichotomous response level in general, and also with respect to several widely used mathematical models. Some empirical examples are given.

Type
Original Paper
Copyright
Copyright © 1993 The Psychometric Society

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Footnotes

This research was supported in part by the Office of Naval Research (N00014-81-C-0569). I would like to thank my assistant, Barbara Livingston, for helping prepare this manuscript.

References

Birnbaum, A. (1968). Some latent trait models and their use in inferring an examinee's ability. In Lord, F. M., Novick, M. R. (Eds.), Statistical theories of mental test scores, Reading, MA: Addison Wesley.Google Scholar
Loevinger, J. (1954). The attenuation paradox in test theory. Psychological Bulletin, 51, 493504.CrossRefGoogle ScholarPubMed
Lord, F. M. (1952). A theory of mental test scores. Psychometric Monograph No. 7, 17 (4, Pt. 2).Google Scholar
Lord, F. M. (1983). Unbiased estimators of ability parameters, of their variance, and of their parallel-forms reliability. Psychometrika, 48, 233245.CrossRefGoogle Scholar
Samejima, F. (1969). Estimation of latent ability using a response pattern of graded scores. Psychometrika Monograph No. 17, 34 (4, Pt. 2).CrossRefGoogle Scholar
Samejima, F. (1972). A general model for free-response data. Psychometrika Monograph No. 18, 37 (1, Pt. 2).Google Scholar
Samejima, F. (1973). Homogeneous case of continuous response level. Psychometrika, 38, 203219.CrossRefGoogle Scholar
Samejima, F. (1977). A method of estimating item characteristic functions using the maximum likelihood estimate of ability. Psychometrika, 42, 163191.CrossRefGoogle Scholar
Samejima, F. (1979). Constant information model: A new, promising item characteristic function (ONR Research Report, 79-1).Google Scholar
Samejima, F. (1981). Final report: Efficient methods of estimating the operating characteristics of item response categories and challenge to a new model for the multiple-choice item, Washington, DC: Office of Naval Research.CrossRefGoogle Scholar
Samejima, F. (1984a). Plausibility functions of Iowa Vocabulary Test items estimated by the simple sum procedure of the conditional p.d.f. approach (ONR Research Report, 84-1).Google Scholar
Samejima, F. (1984b). Comparison of the estimated item parameters of Shiba's Word/Phrase Comprehension Tests obtained by Logist 5 and those by the tetrachoric method (ONR Research Report, 84-2).Google Scholar
Samejima, F. (1987). Bias function of the maximum likelihood estimate of ability for discrete item responses (ONR Research Report, 87-1).Google Scholar
Samejima, F. (1993). An approximation for the bias function of the maximum likelihood estimate of a latent variable for the general case where the item responses are discrete. Psychometrika, 58, 119138.CrossRefGoogle Scholar
Samejima, F., & Livingston, P. S. (1979). Method of moments as the least squares solution for fitting a polynomial (ONR Research Report, 79-2).Google Scholar
Shiba, S. (1978). Construction of a scale for acquisition of word meanings. Bulletin of Faculty of Education, University of Tokyo, 17. (in Japanese).Google Scholar
Tucker, L. R. (1946). Maximum validity of a test with equivalent items. Psychometrika, 11, 113.CrossRefGoogle ScholarPubMed