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The probability density function of a random variable can be either chosen from a group of widely used probability density functions (e.g.: normal, uniform, exponential), based on theoretical arguments, or estimated from the data (if you are observing data generated by a specific density function).

More material on density functions can be found by following the links below.

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Q: How do you find the probability density function?
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