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Is there some restriction to parameters $( \alpha , \beta)$ that makes the beta distribution concave down? Bell-shaped like e.g. a normal? For example, the cases in purple and black, but not the red
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Beta distribution - Wikipedia
What is the intuition behind beta distribution? - Cross Validated