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This paper undertakes a thorough investigation of matrix means interpolation and comparison. We expand the parameter beyond the closed interval to cover the entire positive real line, denoted as . Furthermore, we explore additional outcomes related to Heinz means. We introduce new scalar adaptations of Heinz inequalities, incorporating Kantorovich’s constant, and enhance the operator version. Finally, we unveil refined Young’s type inequalities designed specifically for traces, determinants, and norms of positive semi-definite matrices.

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