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来源类型Article
规范类型其他
DOI10.1007/BF02204353
Conditions for the optimality of exponential smoothing forecast procedures.
Ledolter J; Box G E P
发表日期1978
出处Metrika 25 (1): 77-93
出版年1978
语种英语
摘要Exponential smoothing procedures, in particular those recommended by Brown [1962] are used extensively in many areas of economics, business and engineering. It is shown in this paper that: Brown's forecasting procedures are optimal in terms of achieving minimum mean square error forecasts only if the underlying stochastic process is included in a limited subclass of ARIMA (p, d, q) processes. Hence, it is shown what assumptions are made when using these procedures. The implication of point (i) is that the users of Brown's procedures tacitly assume that the stochastic processes which occur in the real world are from the particular restricted subclass of ARIMA (p, d, q) processes. No reason can be found why these particular models should occur more frequently than others. It is further shown that even if a stochastic process which would lead to Brown's model occurred, the actual methods used for making the forecasts are clumsy and much simpler procedures can be employed.
主题System and Decision Sciences - Core (SDS)
URLhttp://pure.iiasa.ac.at/id/eprint/12685/
来源智库International Institute for Applied Systems Analysis (Austria)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/126653
推荐引用方式
GB/T 7714
Ledolter J,Box G E P. Conditions for the optimality of exponential smoothing forecast procedures.. 1978.
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