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A lognormal distribution is the distribution of a random variable whose logarithm has a normal distribution.

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Correlation of log-normal random variables

I assume that $X_1\sim N(0,\sigma_1^2)$ and $X_2\sim N(0,\sigma_2^2)$. Denote $Z_i=\exp(\sqrt{T}X_i)$. Then \begin{align} \log(Z_i)\sim N(0,T\sigma_i^2) \end{align} so $Z_i$ are log-normal. Thus \b …
mpiktas's user avatar
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3 votes

Lognormal distribution from world bank quintiles PPP data

I'm giving another answer, since more details about data were given. From the initial question it seemed that some quantiles are observed but that is not the case. The data is calculated in the follow …
mpiktas's user avatar
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3 votes

Logarithmic regression with individual errors

It is good to remember what is the purpose of the weighting. Suppose we have linear regression \begin{align} \mathbf{y}=\mathbf{X}\mathbf{\beta}+\mathbf{\varepsilon} \end{align} In this case $\sigma …
mpiktas's user avatar
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3 votes

Lognormal distribution from world bank quintiles PPP data

Here is the example of the quick and dirty R code to illustrate what Michael suggested: Define quantiles available: q<-c(0.1,0.2,0.4,0.6,0.8,0.9) Create artificial data and add some noise data <- …
mpiktas's user avatar
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