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Suppose that there exists a random vector $\eta\equiv (\eta_1, \eta_2, \eta_3)$ continuously distributed on $\mathbb{R}^3$ and with full support. Can we always find a vector $\epsilon\equiv (\epsilon_1,\epsilon_2,\epsilon_3)$ continuously distributed on $\mathbb{R}^3$ and with full support such that $$ \eta_1\equiv \epsilon_1-\epsilon_3\\ \eta_2\equiv \epsilon_1-\epsilon_2\\ \eta_3\equiv \epsilon_2-\epsilon_3\\ $$

If yes, how can we show it? If not, can you provide a counterexample?

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2 Answers 2

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You have $\begin{bmatrix}1 & 0 & -1 \\ 1 & -1 & 0 \\ 0 & 1 & -1\end{bmatrix} \epsilon = \eta$, but this matrix is not invertible, so the vectors of the form $(\epsilon_1-\epsilon_3, \epsilon_1-\epsilon_2, \epsilon_2 - \epsilon_3)$ cannot span all of $\mathbb{R}^3$.

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Hint:

Consider $$(\epsilon_1-\epsilon_3) - (\epsilon_1-\epsilon_2) - (\epsilon_2-\epsilon_3)$$

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  • $\begingroup$ Thanks. I'm not understanding it, sorry. Could you help more? Is it a proof for "yes", or a counterexample for "no"? $\endgroup$
    – Star
    Commented Oct 5, 2020 at 18:35
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    $\begingroup$ @user3285148 It is a hint to help you find the answer. What happens when you simplify my expression? Now suppose $\eta_1 -\eta_2-\eta_3 \not = 0$ such as $\eta_1=10, \eta_2=2,\eta_3=3$. Can you see why there is no possible $\epsilon_1,\epsilon_2,\epsilon_3$ satisfying your requirements? $\endgroup$
    – Henry
    Commented Oct 5, 2020 at 18:38

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