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    题名: BAYESIAN MULTIPERIOD FORECASTS FOR ARX MODELS
    作者: LIU,SI
    贡献者: 統計研究所
    关键词: TIME-SERIES MODELS
    日期: 1995
    上传时间: 2010-06-29 19:33:59 (UTC+8)
    出版者: 中央大學
    摘要: Bayesian multiperiod forecasts for AR models with random independent exogenous variables under normal-gamma and normal-inverted Wishart prior assumptions are investigated. By suitably arranging the integration order of the model's parameters, a t-density mixture approximation is analytically derived to provide an estimator of the posterior predictive density for any future observation. In particular, a suitable t-density is proposed by a convenient closed form. The precision of the discussed methods is examined by using some simulated data and one set of real data up to lead-six-ahead forecasts. It is found that the numerical results of the discussed methods are rather close. In particular, when sample sizes are sufficiently large, it is encouraging to apply a convenient t-density in practical usage. In fact, this t-density estimator asymptotically converges to the true density.
    關聯: ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS
    显示于类别:[統計研究所] 期刊論文

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