中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
首页 机构 成果 学者
  
  1. CAS IR Grid
  2. 数学与系统科学研究院
  3. 中国科学院数学与系统科学研究院
  4. 系统科学研究所
The Analysis for the Cargo Volume with Hybrid Discrete Wavelet Modeling

文献类型：期刊论文

作者Xiao, Yi1; Wang, Shouyang2; Xiao, Ming3; Xiao, Jin4; Hu, Yi5
刊名INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING
出版日期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
DOI10.1142/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
WOS记录号WOS:000399844000009
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
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.

入库方式： OAI收割

来源：数学与系统科学研究院

浏览0
下载0
收藏0
其他版本

除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。