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In this paper, we consider an unconstrained (-1,1)-quadratic fractional optimization in the following form: , where and , given by their nonzero eigenvalues and associated eigenvectors, have ranks not exceeding fixed integers and , respectively. We show that this problem can be solved in by the accelerated Newton-Dinkelbach method when the matrices has nonpositive diagonal entries only, has nonnegative diagonal entries only. Furthermore, this problem can be solved in when has positive diagonal entries, has negative diagonal entries.

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