机器学习-Lymphography-Data-Set(淋巴系造影术数据集)

LymphographyDataSet(淋巴系造影术数据集)数据摘要：ThislymphographydomainwasobtainedfromtheUniversityMedicalCentre,InstituteofOncology,Ljubljana,Yugoslavia.(Restrictedaccess)中文关键词：淋巴系造影术,多变量,分类,UCI,英文关键词：Lymphography,Multivariate,Classification,UCI,数据格式：TEXT数据用途：Thisdatasetisusedforclassification.数据详细介绍：LymphographyDataSetAbstract:ThislymphographydomainwasobtainedfromtheUniversityMedicalCentre,InstituteofOncology,Ljubljana,Yugoslavia.(Restrictedaccess)DataSetCharacteristics:MultivariateNumberofInstances:148Area:LifeAttributeCharacteristics:CategoricalNumberofAttributes:18DateDonated1988-11-01AssociatedTasks:ClassificationMissingValues?NoNumberofWebHits:10294Source:Donors:1.IgorKononenko,UniversityE.KardeljFacultyforelectricalengineeringTrzaska2561000Ljubljana(tel.:(38)([phone].BojanCestnikJozefStefanInstituteJamova3961000LjubljanaYugoslavia(tel.:(38)([phone]ext.287)DataSetInformation:ThisisoneofthreedomainsprovidedbytheOncologyInstitutethathasrepeatedlyappearedinthemachinelearningliterature.(Seealsobreast-cancerandprimary-tumor.)AttributeInformation:---NOTE:Allattributevaluesinthedatabasehavebeenenteredasnumericvaluescorrespondingtotheirindexinthelistofattributevaluesforthatattributedomainasgivenbelow.1.class:normalfind,metastases,malignlymph,fibrosis2.lymphatics:normal,arched,deformed,displaced3.blockofaffere:no,yes4.bl.oflymph.c:no,yes5.bl.oflymph.s:no,yes6.bypass:no,yes7.extravasates:no,yes8.regenerationof:no,yes9.earlyuptakein:no,yes10.lym.nodesdimin:0-311.lym.nodesenlar:1-412.changesinlym.:bean,oval,round13.defectinnode:no,lacunar,lac.marginal,lac.central14.changesinnode:no,lacunar,lac.margin,lac.central15.changesinstru:no,grainy,drop-like,coarse,diluted,reticular,stripped,faint,16.specialforms:no,chalices,vesicles17.dislocationof:no,yes18.exclusionofno:no,yes19.no.ofnodesin:0-9,10-19,20-29,30-39,40-49,50-59,60-69,=70RelevantPapers:Cestnik,G.,Konenenko,I,&Bratko,I.(1987).Assistant-86:AKnowledge-ElicitationToolforSophisticatedUsers.InI.Bratko&N.Lavrac(Eds.)ProgressinMachineLearning,31-45,SigmaPress.[WebLink]Clark,P.&Niblett,T.(1987).InductioninNoisyDomains.InI.Bratko&N.Lavrac(Eds.)ProgressinMachineLearning,11-30,SigmaPress.[WebLink]Michalski,R.,Mozetic,I.Hong,J.,&Lavrac,N.(1986).TheMulti-PurposeIncrementalLearningSystemAQ15anditsTestingApplicationstoThreeMedicalDomains.InProceedingsoftheFifthNationalConferenceonArtificialIntelligence,1041-1045.Philadelphia,PA:MorganKaufmann.[WebLink]数据预览：点此下载完整数据集