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The existence of maximum entropy solutions for a wide class of reduced moment problems on arbitrary open subsets of Rd is considered. In particular, new results for the case of unbounded domains are obtained. A precise condition is presented under which solvability of the moment problem implies existence of a maximum entropy solution.