金融时间序列之分析

金融时间序列之分析

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时间:2019-03-06

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1、WhatCanWeLearnFromAnalysisofFinancialTimeSeriesWhatcanWeLearnfromAnalysisoftheFinancialTimeSeries?*Bing-HongWang*DepartmentofModernPhysicsUniversityofScienceandTech-nologyofChinaHerewereporttheresearchworkaboutHefei,Anhui,230026Chinaandanalysisofthefinancialt

2、imeseriesbasedShanghaiAcademyofSystemonnonlineardynamicsandstatisticalScienceShanghai,200093ChinaphysicsundertookinrecentyearsbyUSTCE-mail:bhwang@ustc.edu.cncomplexsystemresearchgroup.Bing-HongWang1.INVESTIGATIONOFTHEDIS-zeroreturnfortimeintervals∆tspanningfo

3、rempiricallawsthatcanrevealsuchTRIBUTIONANDSCALINGOFatleasttwoordersofmagnitude.However,complexinteractionsandtheoriesthatwillFLUCTUATIONSFORSTOCKthepower-lawfall-offbehaviorinthetailshelpunderstandthem[2-5].AsfarastheINDEXINFINANCIALMAR-deviatefromthatofLévy

4、stableprocess.financialmarketsareconsidered,duetoKETThetwotailsofthedistributiondropmoreintensivestatisticalstudiesduringthelastInordertoprobetheextentofuniversalityslowlythanaGaussian,butfasterthanadecade,themodelofmarketfluctuationinthedynamicsofcomplexbeha

5、viorinLévyprocesswithanexponentoutsidetheproposedbyBachelierin1900suffersthefinancialmarketsandtoprovideabasicLévystableregion.Especiallyafterremov-impugnationandthechallengeofactualandappropriateframeworkfordevelopingingdailytradingpatternfromthedata,thefina

6、ncialdatasuchasthereal-lifemarketseconomicmodelsoffinancialmarkets,weexponentialdeviationbehaviorfromLévyareofreturndistributionsdisplayingpeak-investigatedthedistributionofthefluctua-stableprocessismoreclearly.Thedailycenterandfat-tailproperties[6-7],onecant

7、ionsintheHangSengindex—themostpatternthusaffectsstronglytheanalysisobservevolatilityclusteringandanon-triv-importantfinancialindexintheHongKongoftheasymptoticbehaviorandscalingofial“multifractal”scaling[8-10],andsoon.stockmarket[1].Thedataincludeminutefluctua

8、tiondistributions.TheexponentialTheseuniversalfeaturesportrayaworldofbyminuterecordsoftheHangSengindextruncationensurestheexistenceofafinitenonGaussianrandomwalksandinspirefromJanuary3,19

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