Let be a Musielak-Orlicz function satisfying that, for any , belongs to the Muckenhoupt weight class with the critical weight exponent and is an Orlicz function with which are, respectively, its critical lower type and upper type. In this article, the authors establish the Riesz transform characterizations of the Musielak-Orlicz-Hardy spaces which are generalizations of weighted Hardy spaces and Orlicz-Hardy spaces. Precisely, the authors characterize $H_\varphi (^n)\frac{i(\varphi)}{q(\varphi)}>\frac{n-1}{n}$, and via all the Riesz transforms with the order not more than when . Moreover, the authors also establish the Riesz transform characterizations of , respectively, by means of the higher order Riesz transforms defined via the homogenous harmonic polynomials or the odd order Riesz transforms. Even if when for all and , these results also widen the range of weights in the known Riesz characterization of the classical weighted Hardy space obtained by R. L. Wheeden from into with the sharp range , where denotes the critical index of the weight .

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