Calculate mean of a CDF
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Can you please help to calculate mean on some interval [a,b]: $\underset{a}{\overset{b}{\int}}\theta dF\left(\theta\right)$ knowing F(theta). Thanks in advance
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Prateekshya
le 21 Oct 2024
0 votes
Hello Nathalie,
To calculate the mean of a function θ over an interval
with respect to a cumulative distribution function (CDF)
, you need to evaluate the integral:
This is essentially the expectation of
over the interval
. If
is a CDF, then its derivative,
, is the probability density function (PDF). The integral can be rewritten using this PDF:
, is the probability density function (PDF). The integral can be rewritten using this PDF:Steps to Calculate the Mean:
- Identify the PDF: Differentiate the CDF
to obtain the PDF
. - Set Up the Integral: Use the PDF to set up the integral for the mean:
- Evaluate the Integral: Compute the integral using analytical or numerical methods.
I hope this helps!
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