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单词 Heteroskedastic
释义

Heteroskedastic

中文百科

异方差 Heteroscedasticity

(重定向自Heteroskedastic)

异方差(Heteroscedasticity)指一系列的随机变量其方差不相同。

当我们利用普通最小二乘法(Ordinary Least Squares)进行回归估计时,常常做一些基本的假设。其中之一就是误差项(Error term)的方差是不变的。异方差是违反这个假设的。如果普通最小二乘法应用于异方差模型,会导致估计出的方差值是真实方差值的偏误估计量(Biased standard error), 但是估值(estimator)是不偏离的(unbiased)

英语百科

Heteroscedasticity 异方差

(重定向自Heteroskedastic)
Plot with random data showing heteroskedasticity.
Absolute value of residuals for simulated first order heteroscedastic data.

In statistics, a collection of random variables is heteroscedastic (or 'heteroskedastic'; from Ancient Greek hetero “different” and skedasis “dispersion”) if there are sub-populations that have different variabilities from others. Here "variability" could be quantified by the variance or any other measure of statistical dispersion. Thus heteroscedasticity is the absence of homoscedasticity.

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更新时间:2025/6/22 3:19:02