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Semidefinite programming can be regarded as an extension of linear programming. In a semidefinite program, the goal is to optimize a linear function over the intersection of the cone of positive semidefinite matrices with some affine space.

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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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