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Optimization with convex constraints and convex objectives; notions related to convex optimization such as sub-gradients, normal cones, separating hyperplanes

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About optimization with Renyi divergence

For your first question, the MSc thesis by Manuel Gil provides/derives closed form expressions for Renyi divergences associated with several of the continuous distributions.
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