The Analysis for the Cargo Volume with Hybrid Discrete Wavelet Modeling

doi:10.1142/S0219622015500285

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	The Analysis for the Cargo Volume with Hybrid Discrete Wavelet Modeling
	Xiao, Yi 1; Wang, Shouyang2 ; Xiao, Ming 3; Xiao, Jin 4; Hu, Yi 5
刊名	INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING
	2017-05-01
卷号	16 期号:3 页码:851-863
关键词	Cargo volume analyzing radial basis function network discrete wavelet technique TEI@I methodology
ISSN号	0219-6220
DOI	10.1142/S0219622015500285
英文摘要	Many efforts have been made to the development of models that able to analyze and predict marine cargo volume. However, improving forecasting especially marine cargo throughput time series forecasting accuracy is an important yet often diffcult issue facing managers. In this study, a TEI@I methodology based hybrid forecasting model is proposed. The original time series are decomposed different scale components using discrete wavelet technique based on seasonality analysis of components. All decomposed components are predicted by radial basis function networks due to its flexible nonlinear modeling capability. Empirical results suggest that the use of discrete wavelet technique enhances the ability of monthly volatility mining and demonstrate consistent better performance of the proposed approach.
资助项目	National Social Science Foundation of China[14BGL175] ; National Natural Science Foundation of China[71471124] ; National Natural Science Foundation of China[71301160] ; Sichuan Province Social Science Planning Project[SC14C019] ; Excellent Youth fund of Sichuan University[2013SCU04A08] ; Frontier and Cross-innovation Foundation of Sichuan University[skqy201352] ; Center for Forecasting Science of the Chinese Academy of Sciences
WOS研究方向	Computer Science ; Operations Research & Management Science
语种	英语
出版者	WORLD SCIENTIFIC PUBL CO PTE LTD
WOS记录号	WOS:000399844000009
内容类型	期刊论文
源URL	[http://ir.amss.ac.cn/handle/2S8OKBNM/26007]
专题	系统科学研究所
通讯作者	Hu, Yi
作者单位	1.Cent China Normal Univ, Sch Informat Management, Wuhan 430079, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 3.Cent China Normal Univ, Network Ctr, Wuhan 430079, Peoples R China 4.Sichuan Univ, Business Sch, Chengdu 610064, Peoples R China 5.Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Xiao, Yi,Wang, Shouyang,Xiao, Ming,et al. The Analysis for the Cargo Volume with Hybrid Discrete Wavelet Modeling[J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,2017,16(3):851-863.
APA	Xiao, Yi,Wang, Shouyang,Xiao, Ming,Xiao, Jin,&Hu, Yi.(2017).The Analysis for the Cargo Volume with Hybrid Discrete Wavelet Modeling.INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,16(3),851-863.
MLA	Xiao, Yi,et al."The Analysis for the Cargo Volume with Hybrid Discrete Wavelet Modeling".INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING 16.3(2017):851-863.