Multifractal analysis of financial markets: a review

IF 19 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Reports on Progress in Physics Pub Date : 2018-05-12 DOI:10.1088/1361-6633/ab42fb
Zhi-Qiang Jiang, Wen-Jie Xie, Wei‐Xing Zhou, D. Sornette
{"title":"Multifractal analysis of financial markets: a review","authors":"Zhi-Qiang Jiang, Wen-Jie Xie, Wei‐Xing Zhou, D. Sornette","doi":"10.1088/1361-6633/ab42fb","DOIUrl":null,"url":null,"abstract":"Multifractality is ubiquitously observed in complex natural and socioeconomic systems. Multifractal analysis provides powerful tools to understand the complex nonlinear nature of time series in diverse fields. Inspired by its striking analogy with hydrodynamic turbulence, from which the idea of multifractality originated, multifractal analysis of financial markets has bloomed, forming one of the main directions of econophysics. We review the multifractal analysis methods and multifractal models adopted in or invented for financial time series and their subtle properties, which are applicable to time series in other disciplines. We survey the cumulating evidence for the presence of multifractality in financial time series in different markets and at different time periods and discuss the sources of multifractality. The usefulness of multifractal analysis in quantifying market inefficiency, in supporting risk management and in developing other applications is presented. We finally discuss open problems and further directions of multifractal analysis.","PeriodicalId":21110,"journal":{"name":"Reports on Progress in Physics","volume":"9 1","pages":""},"PeriodicalIF":19.0000,"publicationDate":"2018-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"197","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Reports on Progress in Physics","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.1088/1361-6633/ab42fb","RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHYSICS, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 197

Abstract

Multifractality is ubiquitously observed in complex natural and socioeconomic systems. Multifractal analysis provides powerful tools to understand the complex nonlinear nature of time series in diverse fields. Inspired by its striking analogy with hydrodynamic turbulence, from which the idea of multifractality originated, multifractal analysis of financial markets has bloomed, forming one of the main directions of econophysics. We review the multifractal analysis methods and multifractal models adopted in or invented for financial time series and their subtle properties, which are applicable to time series in other disciplines. We survey the cumulating evidence for the presence of multifractality in financial time series in different markets and at different time periods and discuss the sources of multifractality. The usefulness of multifractal analysis in quantifying market inefficiency, in supporting risk management and in developing other applications is presented. We finally discuss open problems and further directions of multifractal analysis.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
金融市场的多重分形分析综述
多重分形在复杂的自然和社会经济系统中无处不在。多重分形分析为理解时间序列在不同领域的复杂非线性性质提供了有力的工具。金融市场的多重分形分析与流体动力学湍流有着惊人的相似之处,多重分形的思想正是由此产生的。受此启发,金融市场的多重分形分析蓬勃发展,成为经济物理学的主要方向之一。本文综述了金融时间序列中采用或发明的多重分形分析方法和多重分形模型及其微妙性质,这些方法和模型适用于其他学科的时间序列。我们调查了在不同市场和不同时期的金融时间序列中多重分形存在的累积证据,并讨论了多重分形的来源。多重分形分析在量化市场无效率、支持风险管理和开发其他应用方面的有用性。最后讨论了多重分形分析有待解决的问题和进一步发展的方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Reports on Progress in Physics
Reports on Progress in Physics 物理-物理:综合
CiteScore
31.90
自引率
0.00%
发文量
45
审稿时长
6-12 weeks
期刊介绍: Reports on Progress in Physics is a highly selective journal with a mission to publish ground-breaking new research and authoritative invited reviews of the highest quality and significance across all areas of physics and related areas. Articles must be essential reading for specialists, and likely to be of broader multidisciplinary interest with the expectation for long-term scientific impact and influence on the current state and/or future direction of a field.
期刊最新文献
Key Issues Review: Useful autonomous quantum machines. Recent developments in tornado theory and observations. A comprehensive review of quantum machine learning: from NISQ to fault tolerance. Physics and technology of Laser Lightning Control. Realization of chiral two-mode Lipkin-Meshkov-Glick models via acoustics.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1