Data-based prediction and causality inference of nonlinear dynamics
文献类型:期刊论文
作者 | Ma, Huanfei1; Leng, Siyang2; Chen, Luonan2,3 |
刊名 | SCIENCE CHINA-MATHEMATICS |
出版日期 | 2018 |
卷号 | 61期号:3页码:403-420 |
ISSN号 | 1674-7283 |
关键词 | Chaotic Time-series Strange Attractors Space Reconstruction Detecting Causality Embedding Dimension Granger Causality Delay-time Systems Eeg Climate |
DOI | 10.1007/s11425-017-9177-0 |
文献子类 | Review |
英文摘要 | Natural systems are typically nonlinear and complex, and it is of great interest to be able to reconstruct a system in order to understand its mechanism, which cannot only recover nonlinear behaviors but also predict future dynamics. Due to the advances of modern technology, big data becomes increasingly accessible and consequently the problem of reconstructing systems from measured data or time series plays a central role in many scientic disciplines. In recent decades, nonlinear methods rooted in state space reconstruction have been developed, and they do not assume any model equations but can recover the dynamics purely from the measured time series data. In this review, the development of state space reconstruction techniques will be introduced and the recent advances in systems prediction and causality inference using state space reconstruction will be presented. Particularly, the cutting-edge method to deal with short-term time series data will be focused on. Finally, the advantages as well as the remaining problems in this field are discussed. |
电子版国际标准刊号 | 1869-1862 |
WOS研究方向 | Mathematics, Applied ; Mathematics |
语种 | 英语 |
WOS记录号 | WOS:000424787200001 |
版本 | 出版稿 |
源URL | [http://202.127.25.143/handle/331003/3388] |
专题 | 生化所2018年发文 |
通讯作者 | Ma, Huanfei; Leng, Siyang; Chen, Luonan |
作者单位 | 1.Suzhou Univ, Sch Math Sci, Suzhou 215006, Peoples R China; 2.Univ Tokyo, Inst Ind Sci, Tokyo 1538505, Japan; 3.Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Biochem & Cell Biol, Key Lab Syst Biol,Innovat Ctr Cell Signaling Netw, Shanghai 200031, Peoples R China |
推荐引用方式 GB/T 7714 | Ma, Huanfei,Leng, Siyang,Chen, Luonan. Data-based prediction and causality inference of nonlinear dynamics[J]. SCIENCE CHINA-MATHEMATICS,2018,61(3):403-420. |
APA | Ma, Huanfei,Leng, Siyang,&Chen, Luonan.(2018).Data-based prediction and causality inference of nonlinear dynamics.SCIENCE CHINA-MATHEMATICS,61(3),403-420. |
MLA | Ma, Huanfei,et al."Data-based prediction and causality inference of nonlinear dynamics".SCIENCE CHINA-MATHEMATICS 61.3(2018):403-420. |
入库方式: OAI收割
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