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

8 votes
1 answer
1k views

Uniqueness of a Solution for a Convex Optimization Problem

I have the following convex optimization problem: $$\begin{array}{ll} \text{maximize}_{{f,g}} & \displaystyle\int_{\Omega} g^u{f}^{1-u}\mathrm{d}\mu\\ \text{subject to} & \displaystyle\int_{\Omega} f …
Seyhmus Güngören's user avatar
4 votes
0 answers
227 views

Minimization over a convex function of equal vs unequal success probabilities of Bernoulli r...

Let $U_1,U_2,\ldots,U_n$ be $n\geq 2$ mutually independent Bernoulli random variables. There are two cases of interest: $1.$ The random variables $U_1,U_2,\ldots,U_n$ are identically distributed; $U_ …
Seyhmus Güngören's user avatar
3 votes
1 answer
950 views

On compactness in Sion's minimax theorem

Sions minimax theorem (wiki, paper) can be stated as follows: Let $X$ be a compact convex subset of a linear topological space and $Y$ a convex subset of a linear topological space. Let $f$ be a …
Seyhmus Güngören's user avatar
2 votes
1 answer
113 views

Does maximizing $D_u$ imply stochastic ordering?

Let $\mathscr P _0$ and $\mathscr P _1$ be two non-overlapping sets of probability distributions defined on $(\Omega,\mathcal{A})$. Consider the distance defined as $$D_u(P_0,P_1)=\int_\Omega \left(\f …
Seyhmus Güngören's user avatar