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187 个结果
  • 简介:Sequentialpatternminingisanimportantdataminingproblemwithbroadapplications.However,itisalsoachallengingproblemsincetheminingmayhavetogenerateorexamineacombinatoriallyexplosivenumberofintermediatesubsequences.Recentstudieshavedevelopedtwomajorclassesofsequentialpatternminingmethods:(1)acandidategeneration-and-testapproach,representedby(i)GSP,ahorizontalformat-basedsequentialpatternminingmethod,and(ii)SPADE,averticalformat-basedmethod;and(2)apattern-growthmethod,representedbyPrefixSpananditsfurtherextensions,suchasgSpanforminingstructuredpatterns.Inthisstudy,weperformasystematicintroductionandpresentationofthepattern-growthmethodologyandstudyitsprinciplesandextensions.Wefirstintroducetwointerestingpattern-growthalgorithms,FreeSpanandPrefixSpan,forefficientsequentialpatternmining.ThenweintroducegSpanforminingstructuredpatternsusingthesamemethodology.Theirrelativeperformanceinlargedatabasesispresentedandanalyzed.Severalextensionsofthesemethodsarealsodiscussedinthepaper,includingminingmulti-level,multi-dimensionalpatternsandminingconstraint-basedpatterns.

  • 标签: 数据挖掘 顺序方向挖掘 可量测性 性能分析
  • 简介:在日常生活,人们经常在某些时期重复常规线路。在这篇论文,一个采矿系统被开发经过旅行发现个人的连续线路模式。数个人动人的地位的差异的无异状,采矿系统采用记录的适应GPS数据,五个数据过滤保证clean使数据犯错。采矿系统使用客户机/服务器体系结构保护个人隐私并且减少计算负担。服务者进行主要采矿过程,但是与到recover的不够的信息,真实个人发送。改进顺序的模式采矿的可伸缩性的无异状,一个新奇模式采矿算法,连续线路模式采矿(CRPM),被建议。这个算法能容忍在真实线路和摘录的不同骚乱经常的模式。基于九个人的旅行表演,那CRPM能更长多于twotimes提取的试验性的结果比传统的线路模式采矿算法发送模式。

  • 标签: 数据采集 路线图案 全球卫星定位系统 移动电话
  • 简介:Someresearchers,runninginstructors,andcoacheshavesuggestedthatthe'optimal'footstrikepatterntoimproveperformanceandreducerunninginjuriesistolandusingamid-orforefootstrike.Thus,ithasbeenrecommendedthatrunnerswhousearearfootstrikewouldbenefitbychangingtheirfootstrikealthoughthereislittlescientificevidenceforsuggestingsuchachange.Therearfootstrikeisclearlymoreprevalent.Themajorreasonsoftengivenforchangingtoamid-orforefootstrikeare(1)itismoreeconomical;(2)thereisareductionintheimpactpeakandloadingrateoftheverticalcomponentofthegroundreactionforce;and(3)thereisareductionintheriskofarunning-relatedinjuries.Inthispaper,wecritiquethese3suggestionsandprovidealternateexplanationsthatmayprovidecontradictoryevidenceforalteringone'sfootstrikepattern.Wehaveconcluded,basedonexaminingtheresearchliterature,thatchangingtoamid-orforefootstrikedoesnotimproverunningeconomy,doesnoteliminateanimpactatthefoot-groundcontact,anddoesnotreducetheriskofrunning-relatedinjuries.

  • 标签: 跑步 经济运行 运动损伤 科学证据 研究人员 土地使用
  • 简介:Reaction-diffusion(RD)equationwasoftenusedtoinvestigatethepatterndynamics,buttelegraphreaction-diffusion(TRD)systemwasseldomstudied.Inthispaper,theIzhikevichmodelwasmodifiedtoexplainsomebiologicalmechanismsbyRDandTRDinneuronalcluster.Thenanewconditionunderwhichthesystemlosesstabilitywasproposedandtheeffectofparameters,diffusion,memoryandsteadystatewereconsideredontheprocessofneuronalspiking.Themethodpresentedisanovelapproachtoinvestigatethepatterndynamicsofbiologicalsystems.Finally,simulationsarecarriedouttovalidateourtheoreticalresults.

  • 标签: Pattern dynamics Stability DIFFUSION MEMORY effect
  • 简介:Expo2010ShanghaiChinawasasuccessful,splendid,andunforgettableevent,leavinguswithvaluableexperi-ences.ThevisitorflowpatternoftheExpoisinvestigatedinthispaper.TheHurstexponent,themeanvalue,andthestandarddeviationofvisitorvolumeindicatethatthevisitorflowisfractalwithlong-termstabilityandcorrelationaswellasobviousfluctuationinashortperiod.Thenthetimeseriesofvisitorvolumeisconvertedintoacomplexnetworkbyusingthevisibilityalgorithm.Itcanbeinferredfromthetopologicalpropertiesofthevisibilitygraphthatthenetworkisscale-free,small-world,andhierarchicallyconstructed,confirmingthatthetimeseriesarefractalandacloserelationshipexistsamongthevisitorvolumesondifferentdays.Furthermore,itisinevitablethatwillbesomeextremevisitorvolumesintheoriginalvisitorflow,andtheseextremepointsmayappearinagrouptoagreatextent.Allthesepropertiesarecloselyrelatedtothefeatureofthecomplexnetwork.Finally,therevisedlinearregressionisperformedtoforecastthenext-dayvisitorvolumebasedontheprevious10-daydata.

  • 标签: 2010年上海世博会 游客量 流动模式 HURST指数 网络使用 时间序列
  • 简介:Threebasicelementsstandoutintheinternationalpattern:globalpowerdistribution,thesystemofinternationalnorms,andthetransnationalvaluesystems,allofwhichareofvitalimportanceintheinteractionbetweenChina’sriseandthefutureinternationalpattern.First,theprospectsforSino-U.S.relationsinthefaceofapower

  • 标签: 国际规范 中国 价值体系 相互作用
  • 简介:AIM:Toevaluatewhetherglaucomatousvisualfielddefectparticularlythepatternstandarddeviation(PSD)ofHumphreyvisualfieldcouldbeassociatedwithvisualevokedpotential(VEP)parametersofpatientshavingprimaryopenangleglaucoma(POAG).METHODS:VisualfieldbyHumphreyperimetryandsimultaneousrecordingsofpatternreversalvisualevokedpotential(PRVEP)wereassessedin100patientswithPOAG.ThestimulusconfigurationforVEPrecordingsconsistedofthetransientpatternreversalmethodinwhichablackandwhitecheckerboardpatternwasgenerated(fullfield)anddisplayedonVEPmonitor(colour14')byanelectronicpatternregeneratorinbuiltinanevokedpotentialrecorder(RMSEMGEPMARKII).RESULTS:Theresultsofourstudyindicatethatthereisahighlysignificant(P<0.001)negativecorrelationofP100amplitudeandastatisticallysignificant(P<0.05)positivecorrelationofN70latency,P100latencyandN155latencywiththePSDofHumphreyvisualfieldinthesubjectsofPOAGinvariousagegroupsasevaluatedbyStudent’st-test.CONCLUSION:ProlongationofVEPlatenciesweremirroredbyacorrespondingincreaseofPSDvalues.Conversely,asPSDincreasesthemagnitudeofVEPexcursionswerefoundtobediminished.

  • 标签: PATTERN REVERSAL PATTERN standard deviation visual
  • 简介:Therelationshipbetweentheauroralovalpattern,i.e.,location,size,shape,andintensity,andtheauroralelectrojetactivityindex(AEindex)isstudied.Itisfoundthatthemaximalauroralintensityisellipticallydistributed,andthelengthsofsemimajorandsemiminoraxesarepositivelycorrelatedtoAE.TheintensityalongthenormaloftheauroralovalcanbesatisfyinglydescribedbyaGaussiandistribution,andthemaximumandthefullwidthathalfmaximumoftheGaussiandistributionarebothpositivelycorrelatedtoAE.Basedonthesestatisticalresults,aseriesofexperimentalformulasasafunctionofAEaredevelopedtocalculatethelocation,size,shape,andintensityoftheauroraloval.TheseformulasarevalidatedbytheauroralimagesreleasedbySWPC/NOAA.

  • 标签: 极光卵形环 极光电集流 线性关联性 气候学
  • 简介:Weextendsomefundamentalconceptsofqualitativematrixanalysisfromsignpatternclassesofrealmatricestosignpatternclassesofnonrealmatrlces.Giventwoanglesα≤β,wedefineasectorinthecomplexplanetobethesetofallnonzerocomplexnumberswhoseargumentsareintheintervalfromαtoβ.Hα<β,theintervalcouldbeclosed,open,orhalf-open.Wheneverα=β,thesectorbecomesaray,

  • 标签: 刃口
  • 简介:Withtherapiddevelopmentofbraincomputerinterface(simplycalledBCI),electroencephalography(EEG)willbeanotherinterestingbio-electricalsignalappliedinroboticsafterEMG.Inordertorealizeitfinally,theaccuratemeasurementandpatternrecognitionofEEGsignalmustbeaveryimportantandelementaryresearchobjective.Basedonourcurrentresearchesandsomereportsfromtheotherinternationalcolleaguesinthefield,wedeeplydiscussthebasiccharacteristicsofEEGsignal,thedevelopmentandselectionofEEGmeasurementsystem,featureextractionandrecognitionmethodsofEEGsignal,andthenreviewEEG'sapplicationsinroboticsaswellasthefutureresearchtrendsinthispaper.

  • 标签: ELECTROENCEPHALOGRAPHY PATTERN RECOGNITION ROBOTICS CONTROL
  • 简介:在这篇论文,为综合的一个有效系统任意的多角形的表面上的动物皮肤模式被开发。完成这项任务,同种细胞的马赛克(厘米)模型启发的一个系统被建议。厘米模型在任意的表面上模仿房间的反应。由控制部门,变化;房间的排斥,房间的调整空间安排被形成。细胞的这安排显示出呼吁的结果,它是可比较的,那些自然模式从动物皮肤观察了。然而,一个典型厘米模拟过程招致高计算的费用,在在越过多角形的表面的房间之中的距离被测量的地方;房间的运动在表面上被抑制。在这个框架,一条途径被建议转变每进它的正规参考面的表面的几何飞机组织的原来的3D。这结构帮助简化3D计算问题进一个更可管理的2D问题。而且,局部松弛的概念被开发最佳地为典型厘米模拟提高松弛过程。建议解答方法的表演与广泛的试验性的结果被验证了。

  • 标签: 纹理图案 镶嵌图 模式合成 几何过程
  • 简介:Thispaperproposesasupervisedtraining-testmethodwithGeneticProgramming(GP)forpatternclassification.Comparedandcontrastedwithtraditionalmethodswithregardtodeterministicpatternclassifiers,thismethodistrueforbothlinearseparableproblemsandlinearnon-separableproblems.Forspecifictrainingsamples,itcanformulatetheexpressionofdiscriminatefunctionwellwithoutanypriorknowledge.Atlast,anexperimentisconducted,andtheresultrevealsthatthissystemiseffectiveandpractical.

  • 标签: GENETIC PROGRAMMING pattern CLASSIFIERS DISCRIMINATE function
  • 简介:China’s ,China,China. 

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  • 简介:Visualfiredetectiontechnologiescandetectfireandalarmwarningsearlierthanconventionalfiredetectors.Thisstudyproposesaneffectivevisualfiredetectionmethodthatcombinesthestatisticalfirecolormodelandsequentialpatternminingtechnologytodetectfireinanimage.Furthermore,theproposedmethodalsosupportsreal-timefiredetectionbyintegratingadaptivebackgroundsubtractiontechnologies.Experimentalresultsshowthattheproposedmethodcaneffectivelydetectfireintestimagesandvideos.ThedetectionaccuracyoftheproposedhybridmethodisbetterthanthatofCelik’smethod.

  • 标签: 火灾探测技术 序列模式 视觉 检测图像 火灾探测器 探测方法