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No. For a convex combination of distributions, the density is also a convex combination of the individual densities and one can easilly check that the convex combination of beta densities is not again a beta density.

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Q: Is the beta distribution closed under convex combinations viz is the convex combination of two or more beta distributions also a beta distribution?
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