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Integrating log-normal
The usual log normal model in differential form is:
$dS = \mu S dt + \sigma S dX$
where $dX$ is the stochastic part, so
$\frac{dS}{S} = \mu dt + \sigma dX$ (1)
and we normally solve this by ...