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A New Look at Experimental Design Robustness

实验设计稳健性的新视角

A common practical experimental philosophy when the underlying response model is unknown is initially to consider a first order model. A total robustness approach requires that the experimenter account for model underspecification due to possible curvature or interactions. It is reasonable that the experimental design possess protection against the selection of an oversimplified model. However, detection of possible underspecification is also important. This paper introduces…

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A new look at experimental design robustness

实验设计稳健性的新视角

A common practical experimental philosophy when the underlying response model is unknown is initially to consider a first order model. A total robustness approach requires that the experimenter account for model underspecification due to possible curvature or interactions. It is reasonable that the experimental design possess protection against the selection of an oversimplified model. However, detection of possible underspecification is also important. This paper introduces…

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Classical and Modern Regression With Applications.

经典与现代回归及其应用

The author emphasizes applications with examples that illustrate nearly all the techniques discussed. Applications have been selected from physical sciences, engineering, biology, management science and economics. Emphasis is also placed on concepts with a blend between illustrations using real data sets and mathematical and conceptual development. Expanded coverage includes: simultaneous influence, maximum likelihood estimation of parameters, and the plotting of residuals,…

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The Effect of Grouping on the Variance and Bias of the Maximum Likelihood Estimator of the Poisson Parameter—Some Monte Carlo Results

分组对泊松参数极大似然估计方差与偏差的影响:蒙特卡洛结果

In this article the effect of incomplete samples, grouped samples in particular, on the variance and bias of the estimator for the parameters from an underlying Poisson distribution is studied.

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Maximum Likelihood Estimation from Linear Combinations of Discrete Probability Functions

离散概率函数线性组合的最大似然估计

In this article the problem of obtaining the maximum likelihood estimates of the parameters from a special type of linear combination of discrete probability functions is discussed. It is shown that when the sample is completely categorized the estimation problem is no more complicated that that of estimating the parameters of each of the component probability functions separately. When the sample is less than completely classified an iterative procedure must be used to…

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Maximum Likelihood Estimation from Linear Combinations of Discrete Probability Functions

离散概率函数线性组合的最大似然估计

In this article the problem of obtaining the maximum likelihood estimates of the parameters from a special type of linear combination of discrete probability functions is discussed. It is shown that when the sample is completely categorized the estimation problem is no more complicated that that of estimating the parameters of each of the component probability functions separately. When the sample is less than completely classified an iterative procedure must be used to…

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Maximum Likelihood Estimation from Grouped Poisson Data

分组泊松数据的极大似然估计

In this article, sufficient conditions are given for the existence of a unique solution of the likelihood equation which results from a grouped data sample. The necessary and sufficient conditions for the convergence of a sequence defined by the method of successive approximations to this unique solution are also given. Finally, it is shown that when the groups from an underlying Poisson distribution are connected the method of successive approximations will converge to the…

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Maximum Likelihood Estimation from Grouped Poisson Data

分组 Poisson 数据的极大似然估计

In this article, sufficient conditions are given for the existence of a unique solution of the likelihood equation which results from a grouped data sample. The necessary and sufficient conditions for the convergence of a sequence defined by the method of successive approximations to this unique solution are also given. Finally, it is shown that when the groups from an underlying Poisson distribution are connected the method of successive approximations will converge to the…

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Miscellanea: On alternative approximate F tests for hypotheses involving variance components

杂记:涉及方差分量假设的另一种近似F检验

An alternative procedure is given to that presently used for assigning approximate degrees of freedom to the usual ratio of synthetic mean squares which is used as an approximate F statistic in analysis of variance. The standard procedure assigns pseudo degrees of freedom by treating the numerator and denominator separately, approximating each as a X2 distribution and equating the first two moments. Here the statistic is approximated directly as an F statistic. Monte Carlo…

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An Alternative to Satterthwaite's Test Involving Positive Linear Combinations of Variance Components

涉及方差分量正线性组合的 Satterthwaite 检验替代方法

This article proposes a refinement of the usual approximation due to Satterthwaite for making a significance test when the test statistic involves a single mean square in the numerator and a linear combination of mean squares in the denominator, that linear combination involving known positive constants. The test procedure is outlined in detail, and its derivation given in a separate section. The development of the technique essentially involves determining, by successive…

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An Alternative to Satterthwaite's Test Involving Positive Linear Combinations of Variance Components

涉及方差分量正线性组合的 Satterthwaite 检验替代方法

This article proposes a refinement of the usual approximation due to Satterthwaite for making a significance test when the test statistic involves a single mean square in the numerator and a linear combination of mean squares in the denominator, that linear combination involving known positive constants. The test procedure is outlined in detail, and its derivation given in a separate section. The development of the technique essentially involves determining, by successive…

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On the Percentage Points of the Sample Coefficient of Variation

样本变异系数的分位点

This paper provides a simple formula for calculating percentage points of the sample coefficient of variation in the case of a normal parent distribution. The expression appears to be better than the existing approximations in the practical range of the population coefficient of variation V = óμ. The final product is a power series in V which agrees to four decimal places with an unpublished table of exact values.

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On the percentage points of the sample coefficient of variation

样本变异系数的分位点计算

This paper provides a simple formula for calculating percentage points of the sample coefficient of variation in the case of a normal parent distribution. The expression appears to be better than the existing approximations in the practical range of the population coefficient of variation V = óμ. The final product is a power series in V which agrees to four decimal places with an unpublished table of exact values.

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