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时间序列数据挖掘中特征表示与相似性度量研究综述作者：李海林，郭崇慧，LIHai-lin，GUOChong-hui作者单位：李海林,LIHai-lin(华侨大学工商管理学院,福建泉州362021;大连理工大学系统工程研究所,辽宁大连116024)，郭崇慧,GUOChong-hui(大连理工大学系统工程研究所,辽宁大连,116024)刊名：计算机应用研究英文刊名：ApplicationResearchofComputers年，卷(期)：2013,30(5)参考文献(77条)1.HANJW;KAMBERM;PEIJDatamining:conceptsandtechniques20112.徐梅;黄超基于符号时间序列方法的金融收益分析与预测[期刊论文]-中国管理科学2011(05)3.PENGCK;HAVLINS;STANLEYHEQuantificationofscalingexponentsandcrossoverphenomenainnonstationaryheartbeattimeseries[外文期刊]1995(01)4.ZHAIYuan-zheng;WANGJin-sheng;TENGYang-guoWaterdemandforecastingofBeijingusingthetimeseriesforecastingmethod[期刊论文]-JournalofGeographicalSciences2012(05)5.李凯;曹阳基于ARIMA模型的网络安全威胁态势预测方法[期刊论文]-计算机应用研究2012(08)6.YANGQiang;WUXin-dong10challengingproblemsindataminingresearch2006(04)7.FUTCAreviewontimeseriesdatamining2011(01)8.RATANAMAHATANAC;KEOGHE;BAGNALLTAnovelbitleveltimeseriesrepresentationwithimplicationsforsimilaritysearchandclustering20059.KEOGHE;LINJ;FUAHotSAX:efficientlyfindingthemostunusualtimeseriessubsequence200510.AGRAWALR;FALOUTSOSC;SWAMIAEfficientsimilaritysearchinsequencedatabases199311.梁建海;张建业;杨峰基于斜率偏离的时间序列相似性搜索方法研究[期刊论文]-计算机应用研究2010(01)12.肖辉;胡运发基于分段时间弯曲距离的时间序列挖掘[期刊论文]-计算机研究与发展2005(01)13.李海林;郭崇慧一种时间序列快速分段及符号化方法2011(05)14.KEOGHE;CHUS;HARTDAnonlinealgorithmforsegmentingtimeseries200115.SHATKAYHApproximatequeriesandrepresentationsforlargedatasequences,CS-95-03199516.PARKS;KIMSW;CHUWWSegment-basedapproachforsubsequencesearchesinsequencedatabases200117.PARKS;LEED;CHUWWFastretrievalofsimilarsubsequencesinlongsequencedatabase199918.李爱国;覃征在线分割时间序列数据[期刊论文]-软件学报2004(11)19.KEOGHE;CHAKRABARTIK;PAZZANIMDimensionalityreductionforfastsimilaritysearchinlargetimeseriesdatabases2000(03)20.李海林;郭崇慧基于云模型的时间序列分段聚合近似方法[期刊论文]-控制与决策2011(10)21.HUNGNQV;ANHDTAnimprovementofPAAfordimensionalityreductioninlargetimeseriesdatabases200822.HUGUENEYB;BOUCHON-MEUNIERBTime-seriessegmentationandsymbolicrepresentation,fromprocess-monitoringtodata-mining200123.CHAKRABARTIK;KEOGHE;MEHROTRASLocallyadaptivedimensionalityreductionforindexinglargetimeseriesdatabases200124.LINJ;KEOGHE;LONARDISAsymbolicrepresentationoftimeseries,withimplicationsforstreamingalgorithms200325.LINJ;KEOGHE;WEILiExperiencingSAZX:anovelsymbolicrepresentationoftimeseries2007(02)26.PATELE;KEOGHE;LINJMiningmotifsinmassiverimeseriesdatabases200227.WEILi;KUMARN;LOLLAVNAssumption-freeanomalydetectionintimeseries200528.XIXiao-peng;KEOGHE;WEILiFindingmotifsinadatabaseofshapes200729.钟清流;蔡自兴基于统计特征的时序数据符号化算法[期刊论文]-计算机学报2008(10)30.LKHAGVAB;SUZUKIY;KAWAGOEKExtendedSAX:extensionofsymbolicaggregateapproximationforfinancialtimeseriesdatarepresentation200631.WANGQiang;MEGALOOIKONOMOUVAdimensionalityreductiontechniqueforefficienttimeseriessimilarityanalysis[外文期刊]2008(01)32.AGRAWALR;FALOUTSOSC;SWAMIAEfficientsimilaritysearchinsequencedatabases199333.STRUZIKZR;SIEBESAPJMWavelettransforminsimilarityparadigm199834.CHANKP;FUA;YUCEfficienttimeseriesmatchingbywavelets199935.OPPENHEIMAV;SCHAFERRWDigitalsignalprocessing197536.CHANKP;FUA;YUCHaarwaveletsforefficientsimilaritysearchoftime-series:withandwithouttimewarping2003(03)37.SHAHABIC;SACHARIDISD;JAHANGIRIMWaveletsforqueryingmultidimensionaldatasets200538.KAWAGOEK;UEDATAsimilaritysearchmethodoftimeseriesdatawithcombinationofFourierandwavelettransforms200239.KORNF;JAGACIISHHV;FALOUTSOSCEfficientlysupportingadhocqueriesinlargedatasetsoftimesequences199740.WENGXiao-qing;SHENJun-yiClassificationofmultivariatetimeseriesusingtwo-dimensionalsingularvaluedecomposition[外文期刊]2008(07)41.李爱国;覃征大规模时间序列数据降维及相似搜索[期刊论文]-计算机学报2005(09)42.FUCHSE;GRUBERT;NITSCHKEJOn-linesegmentationoftimeseriesbasedonpolynomialleast-squaresapproximation2010(12)43.FUCHSE;GRUBERT;NITSCHKEJTemporaldataminingusingshapespacerepresentationoftimeseries2010(1-3)44.FUCHSE;GRUBERT;NITSCHKEJOn-linemotifdetectionintimeserieswithSwiftMotif2009(11)45.李俊奎时间序列相似性问题研究[学位论文]200846.张鹏;李学仁;张建业时间序列的夹角距离及相似性搜索[期刊论文]-模式识别与人工智能2008(06)47.CHUS;KEOGHE;HARTDIterativedeepeningdynamictimewarpingfortimeseries200248.FALOUTSOSC;RANGANATHANM;MANOLOPOULOSYFastsubsequencematchingintimeseriesdatabases199449.KEOGHE;PAZZANIMDerivativedynamictimewarping200150.BERNDTD;CLIFFORDJUsingdynamictimewarpingtofindpattemsintimeseries199451.KRUSKALLJB;LIBERMANMThesymmetrictimewarpingalgorithm:fromcontinuoustodiscrete198352.SAKOEH;CHIBASDynamicprogrammingalgorithmoptimizationforspokenwordrecognition1978(01)53.SAKURAIY;YOSHIKAWAM;FALOUTSOSCFTW:fastsimilaritysearchunderthetimewarpingdistance200554.ZHOUMi;WONGMan-hongAsegment-wisetimewarpingmethodfortimescalingsearching2005(1-3)55.KEOGHEExactindexingofdynamictimewarping200256.RATANAMAHATANACA;KEOGHEThreemythsaboutdynamictimewarping200557.WEILi;KEOGHE;HERLEHVAtomicwedgie:efficientqueryfilteringforstreamingtimeseries200558.KEOGHE;WEILi;XIXiao-pengLB_Keoghsupportsexactindexingofshapesunderrotationinvariancewitharbitraryrepresentationsanddistancemeasures200659.RATANAMAHATANACA;KEOGHEMakingtime-seriesclassificationmoreaccurateusinglearnedconstraints200460.SHIEHJ;KEOGHEiSAX:indexingandminingterabytesizedtimeseries200861.CHENL;NG