Abstract
The optimal choice of intervals for grouped distributions is considered from the point of view of maximizing the information on a parameter or maximizing Pearson's φ2. For bivariate distributions, optimal marginal grouping is chosen to maximize (approximately) the correlation. Problems in order statistics from large samples are seen to be related to those for grouped distributions, and the optimal spacing is considered from the point of view of minimizing the asymptotic variance of an estimator. Estimators for location and scale parameters are considered in detail.

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