Crude oil price forecasting WITH TEI@I METHODOLOGY
查看参考文献36篇
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文摘
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The difficulty in crude oil price forecasting, due to inherent complexity, has attracted much attention of academic researchers and business practitioners. Various meth-ods have been tried to solve the problem of forecasting crude oil prices. However, all of the existing models of prediction can not meet practical needs. Very recently, Wang and Yu proposed a new methodology for handling complex systems-TEI@I methodology by means of a systematic integration of text mining, econometrics and intelligent techniques. Within the framework of TEI@I methodology, econometrical models are used to model the linear components of crude oil price time series (i.e., main trends) while nonlinear compo-nents of crude oil price time series (i.e., error terms) are modelled by using artificial neural network (ANN) models. In addition, the impact of irregular and infrequent future events on crude oil price is explored using web-based text mining (WTM) and rule-based expert systems (RES) techniques. Thus, a fully novel nonlinear integrated forecasting approach with error correction and judgmental adjustment is formulated to improve prediction per-formance within the framework of the TEMI methodology. The proposed methodology and the novel forecasting approach are illustrated via an example. |
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来源
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Journal of Systems Science and Complexity
,2005,18(2):145-166 【核心库】
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关键词
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TEI@I methodology
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oil price forecasting
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text mining
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econometrics
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intel-ligence
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integration
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地址
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1.
Institute of Systems Science, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, 北京, 100080
2.
Department of Management Sciences, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong; College of Business Administration, Hunan University, 湖南, Changsha, 410082
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语种
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英文 |
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文献类型
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研究性论文 |
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ISSN
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1009-6124 |
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学科
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数学 |
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文献收藏号
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CSCD:1956262
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