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BAYESIAN PORTFOLIO SELECTION WITH MSV MODELS

机译:MSV模型的贝叶斯组合选择

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摘要

In the paper we compare the predictive ability of discrete-time Multivariate Stochastic Volatility (MSV) models to optimal portfolio choice. We consider MSV models, which differ in the structure of the conditional covariance matrix (including the specifications with zero, constant and time-varying conditional correlations). Next, we construct the optimal portfolio under the assumption that the asset returns are described by the multivariate stochastic volatility models. We consider hypothetical portfolios, which consist of two currencies that were the most important for the Polish economy: the US dollar and euro. In the optimization process we use the predictive distributions of future returns and the predictive conditional covariance matrix obtained from the MSV models.
机译:在本文中,我们比较了离散时间多元随机波动率(MSV)模型与最佳投资组合选择的预测能力。我们考虑MSV模型,它们的条件协方差矩阵的结构不同(包括具有零,恒定和随时间变化的条件相关性的规范)。接下来,我们在假设资产收益由多元随机波动率模型描述的前提下构造最优投资组合。我们考虑假设的投资组合,其中包括对波兰经济最重要的两种货币:美元和欧元。在优化过程中,我们使用未来收益的预测分布以及从MSV模型获得的预测条件协方差矩阵。

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