How the Simplex method can be applied in solving the following system of Linear equations

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How the Simplex method can be applied in solving the following system of Linear equations? \begin{align*} x_1–x_3+4x_4 &=3 \\ 2x_1–x_2&=3 \\ 3x_1–2x_2–x_4&=1 \end{align*} Where $$ x_1,\;x_2,\;x_3,\;x_4\geq0 $$ What would be the proposed Objective function in this case? Further compare its solution to the solutions being obtained by other usual methods (Gaussian Elimination, Gauss-Jordan, etc…)

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You can make up any linear objective function you like, e.g. $x_1$. The Simplex Method will find an optimal solution (which you don't care about), but more importantly, it will be a feasible solution, i.e. it will satisfy the equations.

The "diophantine equations" tag seems misplaced, since you don't require an integer solution, at least if I understand the problem correctly.