Let be a factor map, where and are subshifts over finite alphabets. Assume that satisfies weak specification. Let with and . Let be a continuous function on with sufficient regularity (H"{o}lder continuity, for instance). We show that there is a unique shift invariant measure on that maximizes $\mu(f)+a_1h_\mu(\sigma_X)+ a_2h_{\mu\circ \pi^{-1}}(\sigma_Y)f\equiv 0$ we see that there is a unique invariant measure on that maximizes the weighted entropy . This answers an open question raised by Gatzouras and Peres in \cite{GaPe96}. An extension is also given to high dimensional cases. As an application, we show the uniqueness of invariant measures with full Hausdorff dimension for certain affine invariant sets on the -torus under a diagonal endomorphism.

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