Bayesian and conditional frequentist analyses of the Fieller's problem. A critical review

作者: Brunero Liseo

DOI:

关键词: Set (abstract data type)Frequentist inferencePrior informationBayesian probabilityInferenceMathematicsEconometricsClass (set theory)StatisticLikelihood analysis

摘要: Fieller’s problem belongs to a certain class of problems where there are no methods “objective” inference that viewed as broadly satisfactory (Barbieri et al. 2001; Berger al., 1999). In this paper we analyse the from different viewpoints: frequentist, likelihood and Bayesian. The usual frequentist solution (Fieller, 1954) is considered conditional viewpoint it shown set does not have good properties. We also show analysis fails be operative. On other hand, noninformative Bayesian approach well “calibrated” coverage viewpoint. argue impossible obtain which can both viewpoints. Namely, behaviour very poor, for some value an appropriate conditioning statistic (or set). adopt robust nearly end up with reasonable without introducing prior information on parameters.

参考文章(23)
D. R. Cox, N. Reid, Parameter Orthogonality and Approximate Conditional Inference Journal of the royal statistical society series b-methodological. ,vol. 49, pp. 1- 18 ,(1987) , 10.1111/J.2517-6161.1987.TB01422.X
Robert L. Wolpert, Brunero Liseo, James O. Berger, Integrated likelihood methods for eliminating nuisance parameters Statistical Science. ,vol. 14, pp. 1- 28 ,(1999) , 10.1214/SS/1009211804
Lawrence D. Brown, A Contribution to Kiefer's Theory of Conditional Confidence Procedures Annals of Statistics. ,vol. 6, pp. 59- 71 ,(1978) , 10.1214/AOS/1176344065
T. Kubokawa, C.P. Robert, New Perspectives on Linear Calibration Journal of Multivariate Analysis. ,vol. 51, pp. 178- 200 ,(1994) , 10.1006/JMVA.1994.1056
C. Andy Tsao, J. T. Gene Hwang, Improved confidence estimators for Fieller's confidence sets† Canadian Journal of Statistics-revue Canadienne De Statistique. ,vol. 26, pp. 299- 310 ,(1998) , 10.2307/3315512
George Marsaglia, Ratios of Normal Variables and Ratios of Sums of Uniform Variables Journal of the American Statistical Association. ,vol. 60, pp. 193- 204 ,(1965) , 10.1080/01621459.1965.10480783
J. Kiefer, Conditional Confidence Statements and Confidence Estimators Journal of the American Statistical Association. ,vol. 72, pp. 789- 808 ,(1977) , 10.1080/01621459.1977.10479956