Estimate Efficient Frontiers for Portfolio Object
Whereas Estimate Efficient Portfolios for Entire Efficient Frontier for Portfolio Object focused on estimation of efficient
portfolios, this section focuses on the estimation of efficient frontiers. For
information on the workflow when using Portfolio
objects, see Portfolio Object Workflow.
Obtaining Portfolio Risks and Returns
Given any portfolio and, in particular, efficient portfolios, the functions
estimatePortReturn
, estimatePortRisk
, and estimatePortMoments
provide
estimates for the return (or return proxy), risk (or the risk proxy), and, in the
case of mean-variance portfolio optimization, the moments of expected portfolio
returns. Each function has the same input syntax but with different combinations of
outputs. Suppose that you have this following portfolio optimization problem that
gave you a collection of portfolios along the efficient frontier in
pwgt
:
m = [ 0.05; 0.1; 0.12; 0.18 ]; C = [ 0.0064 0.00408 0.00192 0; 0.00408 0.0289 0.0204 0.0119; 0.00192 0.0204 0.0576 0.0336; 0 0.0119 0.0336 0.1225 ]; pwgt0 = [ 0.3; 0.3; 0.2; 0.1 ]; p = Portfolio('AssetMean', m, 'AssetCovar', C, 'InitPort', pwgt0); p = setDefaultConstraints(p); pwgt = estimateFrontier(p);
pwgt0
and pwgt
, use the portfolio risk
and return estimation functions to obtain risks and returns for your initial
portfolio and the portfolios on the efficient
frontier:[prsk0, pret0] = estimatePortMoments(p, pwgt0); [prsk, pret] = estimatePortMoments(p, pwgt);
or
prsk0 = estimatePortRisk(p, pwgt0); pret0 = estimatePortReturn(p, pwgt0); prsk = estimatePortRisk(p, pwgt); pret = estimatePortReturn(p, pwgt);
display(prsk0) display(pret0) display(prsk) display(pret)
prsk0 = 0.1103 pret0 = 0.0870 prsk = 0.0769 0.0831 0.0994 0.1217 0.1474 0.1750 0.2068 0.2487 0.2968 0.3500 pret = 0.0590 0.0725 0.0859 0.0994 0.1128 0.1262 0.1397 0.1531 0.1666 0.1800
The returns and risks are at the periodicity of the moments of asset returns so
that, if you have values for AssetMean
and
AssetCovar
in terms of monthly returns, the estimates for
portfolio risk and return are in terms of monthly returns as well. In addition, the
estimate for portfolio risk in the mean-variance case is the standard deviation of
portfolio returns, not the variance of portfolio returns.
See Also
Portfolio
| estimatePortReturn
| estimatePortMoments
| plotFrontier
Related Examples
- Plotting the Efficient Frontier for a Portfolio Object
- Creating the Portfolio Object
- Working with Portfolio Constraints Using Defaults
- Estimate Efficient Portfolios for Entire Efficient Frontier for Portfolio Object
- Postprocessing Results to Set Up Tradable Portfolios
- Asset Allocation Case Study
- Portfolio Optimization Examples Using Financial Toolbox
- Portfolio Optimization with Semicontinuous and Cardinality Constraints
- Black-Litterman Portfolio Optimization Using Financial Toolbox
- Portfolio Optimization Using Factor Models
- Portfolio Optimization Using Social Performance Measure
- Diversify Portfolios Using Custom Objective