looking for explanation on similar lines What is the intuition behind beta distribution?
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This question and answer can be helpful: https://stats.stackexchange.com/questions/244917/what-exactly-is-the-alpha-in-the-dirichlet-distribution – xji Jun 08 '18 at 08:33