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关于呼吸反应斜率的最大似然估计

On the maximum likelihood estimation of respiratory response slopes.

作者信息

Sherrill D L, Swanson G D

出版信息

J Appl Physiol (1985). 1985 Nov;59(5):1623-6. doi: 10.1152/jappl.1985.59.5.1623.

Abstract

Several approaches have been suggested for estimating a respiratory response slope when both x and y variables are observed with error. Recently, a maximum likelihood estimate under the assumption of a bivariate normal distribution has been proposed. A method of moments solution yields a slope estimate of y/x as long as the underlying process mean is nonzero. This paper extends the maximum likelihood approach to the case where the process mean is zero. In this case, certain additional error assumptions must be made to yield a unique estimate. These concepts are applied to the problem of estimating an effective lung volume for steady-state breath-to-breath gas exchange data during exercise.

摘要

当x和y变量都存在观测误差时,已经提出了几种估计呼吸反应斜率的方法。最近,有人提出了在双变量正态分布假设下的最大似然估计。只要基础过程均值不为零,矩量法解就会产生y/x的斜率估计。本文将最大似然方法扩展到过程均值为零的情况。在这种情况下,必须做出某些额外的误差假设才能得到唯一的估计。这些概念被应用于估计运动期间稳态逐次呼吸气体交换数据的有效肺容积的问题。

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