Interval Time Series Analysis with an Application to the Sterling-Dollar Exchange Rate
Han, Ai1; Hong, Yongmiao2; Lai, K. K.3; Wang, Shouyang1
刊名JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
2008-12-01
卷号21期号:4页码:558-573
关键词Evaluation criteria interval-based estimation interval linear model interval statistics interval stationarity interval stochastic process
ISSN号1009-6124
DOI10.1007/s11424-008-9135-5
英文摘要Traditional econometrics has long employed "points" to measure time series data. In real life situations, however, it suffers the loss of volatility information, since many variables are bounded by intervals in a given period. To address this issue, this paper provides a new methodology for interval time series analysis. The concept of "interval stochastic process" is formally defined as a counterpart of "stochastic process" in point-based econometrics. The authors introduce the concepts of interval stationarity, interval statistics (including interval mean, interval variance, etc.) and propose an interval linear model to investigate the dynamic relationships between interval processes. A new interval-based optimization approach for estimation is proposed, and corresponding evaluation criteria are derived. To demonstrate that the new interval method provides valid results, an empirical example on the sterling-dollar exchange rate is presented.
资助项目National Natural Science Foundation of China ; Research Granting Committee of Hong Kong
WOS研究方向Mathematics
语种英语
出版者SPRINGER
WOS记录号WOS:000260878200006
内容类型期刊论文
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/6841]  
专题系统科学研究所
通讯作者Han, Ai
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Beijing 100190, Peoples R China
2.Cornell Univ, Dept Econ, New York, NY 10021 USA
3.City Univ Hong Kong, Fac Business, Kowloon, Hong Kong, Peoples R China
推荐引用方式
GB/T 7714
Han, Ai,Hong, Yongmiao,Lai, K. K.,et al. Interval Time Series Analysis with an Application to the Sterling-Dollar Exchange Rate[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2008,21(4):558-573.
APA Han, Ai,Hong, Yongmiao,Lai, K. K.,&Wang, Shouyang.(2008).Interval Time Series Analysis with an Application to the Sterling-Dollar Exchange Rate.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,21(4),558-573.
MLA Han, Ai,et al."Interval Time Series Analysis with an Application to the Sterling-Dollar Exchange Rate".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 21.4(2008):558-573.
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