Estimation risk in portfolio selection: The mean variance model versus the mean absolute deviation model

被引:167
作者
Simaan, Y
机构
[1] Grad. Sch. of Bus. Administration, Fordham University, Lincoln Center, New York, NY 10023
关键词
portfolio analysis; estimation risk; mean-variance portfolio analysis; investment analysis;
D O I
10.1287/mnsc.43.10.1437
中图分类号
C93 [管理学];
学科分类号
12 [管理学]; 1201 [管理科学与工程]; 1202 [工商管理学]; 120202 [企业管理];
摘要
Konno and Yamazaki (1992) propose the mean absolute deviation (MAD) model as an alternative to the mean variance (MV) model. They claim it retains all the positive features of the MV model, saves the investor computing time, and does not require the covariance matrix. This paper shows that ignoring the covariance matrix results in greater estimation risk that outweighs the benefits. In both models, estimation error is more;severe in small samples (small. observations relative to the number of assets) and for investors with high risk tolerance. The MV model's lower estimation risk is most striking in small samples and for investors with a low risk tolerance.
引用
收藏
页码:1437 / 1446
页数:10
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