Approximate conditional inference and the linear functional model
Aditi Dobriyal, D. A. S. Fraser, Robert J. Gebotys
Abstract
Aditi Dobriyal, D. A. S. Fraser, Robert J. Gebotys
Abstract
Approximate conditional inference is developed for the slope parameter of the linear functional model with two variables. It is shown that the model can be transformed so that the slope parameter becomes an angle and nuisance parameters are radial distances. If the nuisance parameters are known an exact confidence interval based on a location-type conditional distribution is available for the angle. More gen¬erally, confidence distributions are used to average the conditional distribution over the nuisance parameters yielding an approximate conditional confidence interval that reflects the precision indicated by the data. An example is analyzed.
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Approximate conditional inference is developed for the slope parameter of the linear functional model with two variables. It is shown that the model can be transformed so that the slope parameter becomes an angle and nuisance parameters are radial distances. If the nuisance parameters are known an exact confidence interval based on a location-type conditional distribution is available for the angle. More gen¬erally, confidence distributions are used to average the conditional distribution over the nuisance parameters yielding an approximate conditional confidence interval that reflects the precision indicated by the data. An example is analyzed.
Key concepts: Nuisance parameter, Conditional probability distribution, Inference, Confidence interval, Mathematics, Confidence distribution, Coverage probability, Conditional expectation