JOURNAL ARTICLE

Empirical Bayes Sequential Estimation of Binomial Probabilities

Rohana J. KarunamuniNarasimha Prasad

Year: 2003 Journal:   Communications in Statistics - Simulation and Computation Vol: 32 (1)Pages: 61-71   Publisher: Taylor & Francis

Abstract

Abstract Abstract In this article we investigate empirical Bayes procedures for estimates of binomial probabilities. We propose a sequential approach (vs. the usual fixed sample size) for esti mation of p. The small sample behaviour of the proposed method is studied through a Monte Carlo experiment based on dataset applications drawn from carcinogenesis bioassays. Most of the conclusions are drawn from simulation studies which are themselves based on the applications. Keywords: Beta-binomial modelClinical trialsEmpirical BayesHistorical trialsSequential methods Acknowledgments This work was supported in part by grants from the Natural Sciences and Engineering Research Council of Canada. We wish to thank the anonymous referee for his/her helpful comments and suggestions.

Keywords:
Bayes' theorem Binomial (polynomial) Statistics Monte Carlo method Binomial distribution Sample size determination Sample (material) Econometrics Estimation Negative binomial distribution Computer science Mathematics Bayesian probability Engineering

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20
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0.10
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Citation History

Topics

Statistical Methods and Bayesian Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Methods in Clinical Trials
Physical Sciences →  Mathematics →  Statistics and Probability
Bayesian Methods and Mixture Models
Physical Sciences →  Computer Science →  Artificial Intelligence

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