Optimal portfolio weight derivation.

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I cannot see how to derive the following optimal portfolio weight $w^*$:

$$ w^* = \frac {(b - \frac{1}{2}) \rho \sigma_1\sigma_2 - b\sigma_2^2 +\sigma_1\sigma_2\sqrt{(b - \frac{1}{2})^2\rho^2 + b(1-b)}} {(1-b)\sigma_1^2 - b\sigma_2^2 + 2(b - \frac{1}{2})\rho\sigma_1\sigma_2} $$

From this system of equations:

$$ \begin{bmatrix} b \\ 1-b \\ \end{bmatrix} = \frac{1}{\sigma(x)} \cdot \begin{bmatrix} w^2\sigma_1^2 + \rho w(1-w) \sigma_1 \sigma_2 \\ (1-w)^2\sigma_2^2 + \rho w(1-w) \sigma_1 \sigma_2 \\ \end{bmatrix} $$

Where:

$$ \sigma(x) = \sqrt{w^2\sigma_1^2 + (1-w)^2\sigma_2^2 + 2 \rho w(1-w) \sigma_1\sigma_2} $$

The result is from a finance book called Introduction to Risk Parity and Budgeting (2013) by Thierry Roncalli. The derivation is omitted in the text and I can't seem to do it myself, and I cannot find a derivation for this particular case anywhere.

Any advice on how to solve the system would be a great help.

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You can solve this by reducing it to the form of a single quadratic equation in $w$.

Eliminate the expression $\sigma(x)$ from the equation relating the column vectors by looking at the quotient of top and bottom column entries. The quotient you obtain is

$\frac{1-b}{b}=\frac {(1- w)^2 \sigma_2^2+ \rho \sigma_1 \sigma_2 w(1-w)}{w^2 \sigma_1^2 + w(1-w)\rho \sigma_1 \sigma_2 }$

Then clear of denominators by cross-multiplying to obtain a quadratic equation that $w$ must satisfy. After expanding out everything in powers of $w$ you get a quadratic that has the form $Aw^2 + B w+ C=0$.

Explicitly the individual terms in the quadratic have this structure:

$$Aw^2=w^2 [( 2 b-1) \rho \sigma _2 \sigma _1 +(1-b) \sigma _1^2-b \sigma_2^2]$$

$$Bw= w \left(-2 b \rho \sigma _1 \sigma _2+2 b \sigma _2^2+\rho \sigma _1 \sigma _2\right)= w ((1-2 b )\rho \sigma _1 \sigma _2+2 b \sigma _2^2)$$

$$C= -b \sigma _2^2$$

The solutions to the quadratic are $w = \frac{-B/2 \pm \sqrt{ (B/2)^2- AC}}{A}$.

Note that the denominator term $A$ matches that in the textbook. Perhaps these pointers will allow you to wrap up the algebra to check also that the numerators agree.