This paper presents a novel extension of the -inverse concept to complex rectangular matrices, denoted as a -weighted -inverse (or -inverse), where the weight . The study begins by introducing a weighted -inverse (or -inverse) along with its representations and characterizations. The paper establishes criteria for the existence of -inverses and extends the criteria to -inverses. It is further demonstrated that admits a -inverse if and only if , where is the rank of a matrix. The work additionally establishes various representations for the set , including canonical representations derived through singular value and core-nilpotent decompositions. This, in turn, yields distinctive canonical representations for the set . -inverse is shown to be unique if and only if it has index or , reducing it to the weighted core inverse. Moreover, the paper investigates properties and characterizations of -inverses, which then results in new insights into the characterizations of the set .

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