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Frontiers of Stochastically Nondominated Portfolios
Authors:Andrzej Ruszczynski  Robert J Vanderbei
Abstract:We consider the problem of constructing a portfolio of finitely many assets whose returns are described by a discrete joint distribution.We propose mean‐risk models that are solvable by linear programming and generate portfolios whose returns are nondominated in the sense of second‐order stochastic dominance. Next, we develop a specialized parametric method for recovering the entire mean‐risk efficient frontiers of these models and we illustrate its operation on a large data set involving thousands of assets and realizations.
Keywords:Portfolio optimization  stochastic dominance  mean‐risk analysis  least absolute deviations  linear programming  parametric simplex method  robust statistics
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