版权说明 操作指南
首页 > 成果 > 详情

A multiscale neural network learning paradigm for financial crisis forecasting

认领
导出
下载 Link by DOI
反馈
分享
QQ微信 微博
成果类型:
期刊论文、会议论文
作者:
Yu, Lean*;Wang, Shouyang;Lai, Kin Keung;Wen, Fenghua
通讯作者:
Yu, Lean
作者机构:
[Yu, Lean; Wang, Shouyang] Chinese Acad Sci, Inst Syst Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China.
[Lai, Kin Keung] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China.
[Wen, Fenghua] Changsha Univ Sci & Technol, Sch Econ & Management, Changsha 410076, Hunan, Peoples R China.
通讯机构:
[Yu, Lean] C
Chinese Acad Sci, Inst Syst Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China.
语种:
英文
关键词:
Artificial neural networks;Empirical mode decomposition (EMD);Financial crisis forecasting;Hilbert-EMD transform;Multiscale learning
期刊:
Neurocomputing
ISSN:
0925-2312
年:
2010
卷:
73
期:
4-6
页码:
716-725
会议名称:
2nd International Conference on Bio-Inspired Computing
会议时间:
SEP 14-17, 2007
会议地点:
Zhengzhou, PEOPLES R CHINA
会议主办单位:
[Yu, Lean;Wang, Shouyang] Chinese Acad Sci, Inst Syst Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China.^[Lai, Kin Keung] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China.^[Wen, Fenghua] Changsha Univ Sci & Technol, Sch Econ & Management, Changsha 410076, Hunan, Peoples R China.
出版地:
PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS
出版者:
ELSEVIER SCIENCE BV
机构署名:
本校为其他机构
院系归属:
经济与管理学院
摘要:
A financial crisis is typically a rare kind of an event, but it hurts sustainable economic development when it occurs. This study proposes a multiscale neural network learning paradigm to predict financial crisis events for early-warning purposes. In the proposed multiscale neural network learning paradigm, currency exchange rate, a typical financial indicator that usually reflects economic fluctuations, is first chosen. Then a Hilbert-EMD algorithm is applied to the currency exchange rate series. Using the Hilbert-EMD procedure, some intrinsic mode components (IMCs) of the currency exchange r...

反馈

验证码:
看不清楚,换一个
确定
取消

成果认领

标题:
用户 作者 通讯作者
请选择
请选择
确定
取消

提示

该栏目需要登录且有访问权限才可以访问

如果您有访问权限,请直接 登录访问

如果您没有访问权限,请联系管理员申请开通

管理员联系邮箱:yun@hnwdkj.com