In this paper, we propose a mechanism which induces nontrivial flavor structure from transformations of a noncompact Lie group SL(3,C) in noncommutative geometry. Matrices SL(3,C) are associated with accompanied by the preon fields as . In order to retain the Hermiticity of the Lagrangian, we assume the same trick when is replaced by to construct a Lorentz invariant Lagrangian. As a result, the Dirac Lagrangian has both of flavor-universal gauge interactions and nontrivial Yukawa interactions. Removing the unphysical unitary transformations, Yukawa matrices found to be $Y_{ij} = L_{L}^{\dagger} k L_{R} \to \Lambda_{L}^{} U^{\dagger}{L} k U{R} \Lambda_{R}kU\times$ 3 unitary matrix and is the eigenvalue matrix $\Lambda = {\rm diag}(\lambda_{1}, \lambda_{2}, \lambda_{3})\lambda_{1}\lambda_{2}\lambda_{3} = 1L_{L,R}$ are originated from a broken symmetry, the hierarchy and mixing of flavor can be interpreted as the “Lorentz boost” and the “rotation” in this space respectively.

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