An enhanced model for portfolio choice with SSD criteria: a constructive approach
- 1 October 2011
- journal article
- research article
- Published by Taylor & Francis Ltd in Quantitative Finance
- Vol. 11 (10), 1525-1534
- https://doi.org/10.1080/14697680903493607
Abstract
We formulate a portfolio planning model that is based on second-order stochastic dominance as the choice criterion. This model is an enhanced version of the multi-objective model proposed by Roman et al. [Math. Progr. Ser. B, 2006, 108, 541–569]; the model compares the scaled values of the different objectives, representing tails at different confidence levels of the resulting distribution. The proposed model can be formulated as a risk minimization model where the objective function is a convex risk measure; we characterize this risk measure and the resulting optimization problem. Moreover, our formulation offers a natural generalization of the SSD-constrained model of Dentcheva and Ruszczyński [J. Bank. Finance, 2006, 30, 433–451]. A cutting plane-based solution method for the proposed model is outlined. We present a computational study showing: (a) the effectiveness of the solution methods and (b) the improved modeling capabilities: the resulting portfolios have superior return distributions.Keywords
This publication has 22 references indexed in Scilit:
- Solving two-stage stochastic programming problems with level decompositionComputational Management Science, 2006
- Integrated Chance Constraints: Reduced Forms and an AlgorithmComputational Management Science, 2006
- Portfolio optimization with stochastic dominance constraintsJournal of Banking & Finance, 2006
- Computational aspects of minimizing conditional value-at-riskComputational Management Science, 2006
- Optimization with Stochastic Dominance ConstraintsSIAM Journal on Optimization, 2003
- Convex measures of risk and trading constraintsFinance and Stochastics, 2002
- Pricing and hedging in incomplete marketsJournal of Financial Economics, 2001
- Coherent Measures of RiskMathematical Finance, 1999
- A Practical Geometrically Convergent Cutting Plane AlgorithmSIAM Journal on Numerical Analysis, 1995
- Mean-risk analysis of risk aversion and wealth effects on optimal portfolios with multiple investment opportunitiesAnnals of Operations Research, 1993