Math Problem Statement
Solution
To solve this portfolio optimization problem, we'll approach it step by step.
Part (a) - Global Minimum-Variance Portfolio:
The global minimum-variance portfolio is obtained by minimizing portfolio variance subject to the condition that the sum of portfolio weights is 1. This is done without considering the returns of the assets.
The formula for the weights of the global minimum-variance portfolio is:
Where:
- is the covariance matrix of asset returns.
- is a column vector of ones (i.e., ).
- is the inverse of the covariance matrix.
Step-by-Step:
-
Invert the covariance matrix .
Given , find .
-
Multiply by .
-
Normalize the weights by dividing the result by .
Part (b) - Optimal Portfolio for a Required Return:
For this part, we are finding the weights of the optimal risky portfolio that satisfies a required return . The formula for the optimal weights is:
Where:
- and are constants to be determined.
- is the vector of expected returns.
- is the target return (in this case, 0.075).
The constants and are found by solving the following system:
\lambda (\mathbf{1}^T \Sigma^{-1} \mathbf{1}) + \mu (\mathbf{1}^T \Sigma^{-1} \mathbf{r}) &= 1 \\ \lambda (\mathbf{r}^T \Sigma^{-1} \mathbf{1}) + \mu (\mathbf{r}^T \Sigma^{-1} \mathbf{r}) &= z \end{aligned}$$ This system will yield values for $$\lambda$$ and $$\mu$$, which can then be substituted back into the formula for $$\mathbf{w}$$ to obtain the optimal portfolio weights. --- I can proceed with the matrix inversion and the calculations if you'd like. Would you prefer a detailed breakdown of these calculations?Ask a new question for Free
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Math Problem Analysis
Mathematical Concepts
Portfolio Optimization
Covariance Matrix
Linear Algebra
Risk Management
Formulas
w_GMV = Σ^(-1) * 1 / (1^T * Σ^(-1) * 1)
w_optimal = λ Σ^(-1) * 1 + μ Σ^(-1) * r̄
Theorems
Global Minimum-Variance Portfolio
Optimal Portfolio Theory
Markowitz Portfolio Optimization
Suitable Grade Level
University (Finance/Mathematics)
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