Alho J M, Spencer B D
J Am Stat Assoc. 1985 Jun;80(390):306-14. doi: 10.1080/01621459.1985.10478113.
"Errors in population forecasts arise from errors in the jump-off population and errors in the predictions of future vital rates. The propagation of these errors through the linear (Leslie) growth model is studied, and prediction intervals for future population are developed. For U.S. national forecasts, the prediction intervals are compared with the U.S. Census Bureau's high-low intervals." In order to assess the accuracy of the predictions of vital rates, the authors "derive the predictions from a parametric statistical model and estimate the extent of model misspecification and errors in parameter estimates. Subjective, expert opinion, so important in real forecasting, is incorporated with the technique of mixed estimation. A robust regression model is used to assess the effects of model misspecification."
人口预测中的误差源于起始人口的误差和未来生命率预测的误差。研究了这些误差通过线性(莱斯利)增长模型的传播情况,并制定了未来人口的预测区间。对于美国的全国性预测,将预测区间与美国人口普查局的高低区间进行了比较。为了评估生命率预测的准确性,作者“从参数统计模型中得出预测,并估计模型误设的程度和参数估计中的误差。在实际预测中非常重要的主观专家意见与混合估计技术相结合。使用稳健回归模型来评估模型误设的影响。”