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Diversification effect of real estate investment trusts: comparing copula functions with kernel methods

机译:房地产投资信托的多元化效应:比较copula函数和核方法

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Value at Risk estimated with joint distribution methodologies demonstrates that risk is lower for portfolios of real estate investment trusts (REITs) and small-business equities compared with a single-asset holding. Benefits from diversification were largest in 2001-2003 and the smallest from 2006-2008. Previous research using Value at Risk points out the importance of model selection. Various estimation approaches affected results modestly over the entire period (1989-mid 2008). The Value at Risk is -3.1% for two copula models and -3.2% for a nonparametric empirical joint density, at a 1% probability level for weekly returns. After June 1996, the nonparametric copula model consistently returned the lowest risk estimate among the three joint distribution methods. Time-varying risk is a more important driver in the results than model specification. The highest portfolio risk was found for the period after August 2006 (weekly losses of 4.4% to 5%). The distribution-based model results were closer to the undiversified model results than in the earlier time periods, which supports the premise that contagion across asset classes characterises the post-2006 real estate bust, but is not a strong characteristic of the market over a longer investment horizon that includes growth phases of the business cycle.
机译:用联合分配方法估算的风险价值表明,与单一资产持有相比,房地产投资信托(REIT)和小型企业股票的投资组合的风险较低。多元化带来的收益在2001-2003年最大,而在2006-2008年则最小。先前使用“风险价值”进行的研究指出了模型选择的重要性。在整个时期(1989年至2008年中),各种估算方法对结果的影响均不大。对于两个copula模型,风险值为-3.1%,对于非参数经验联合密度,风险值为-3.2%,每周收益的概率为1%。 1996年6月之后,非参数关联模型在三种联合分配方法中始终返回最低的风险估计值。与模型规格相比,时变风险是影响结果的重要因素。在2006年8月之后的期间内,投资组合风险最高(每周损失4.4%至5%)。基于分布的模型结果比早期时期更接近于未分散的模型结果,这支持了以下前提:资产类别的传染是2006年后房地产泡沫破裂的特征,但在较长时期内并不是市场的强劲特征。投资范围,包括商业周期的成长阶段。

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