预览加载中，请您耐心等待几秒...

关联规则分析及其在空间数据挖掘中的应用研究的任务书.docx

预览
1/2
2/2

在线预览结束，喜欢就下载吧，查找使用更方便

下载提示 文本预览

如果您无法下载资料，请参考说明：

1、部分资料下载需要金币，请确保您的账户上有足够的金币

2、已购买过的文档，再次下载不重复扣费

3、资料包下载后请先用软件解压，在使用对应软件打开

关联规则分析及其在空间数据挖掘中的应用研究的任务书 Title:ResearchontheApplicationofAssociationRuleAnalysisinSpatialDataMining Background: Associationruleanalysisisadataminingtechniquethatanalyzestherelationshipsbetweenitemsinadataset.Itiswidelyusedinretailmarketinganalysis,customerbehavioranalysis,andotherfields.Inrecentyears,withtheriseofspatialdatamining,associationruleanalysishasalsobeenappliedinspatialdataanalysisandmining.However,thereisstillroomforimprovementintheaccuracyandefficiencyoftheanalysis. Objectives: Theobjectiveofthisresearchistoexploretheapplicationofassociationruleanalysisinspatialdataminingandtoimprovetheaccuracyandefficiencyoftheanalysis.Thespecificobjectivesare: 1.Toreviewthedevelopmentandcurrentstatusofassociationruleanalysisandspatialdatamining,andidentifythechallengesandopportunitiesinthefield. 2.Toinvestigatetheexistingalgorithmsandtechniquesforassociationruleanalysisinspatialdatamining,andevaluatetheirstrengthsandweaknesses. 3.Toproposeanimprovedalgorithmforassociationruleanalysisinspatialdataminingbasedontheidentifiedchallengesandopportunities. 4.Toimplementtheproposedalgorithmandconductexperimentsonreal-worldspatialdatasetstoevaluateitsperformanceintermsofaccuracyandefficiency. 5.Todemonstratetheapplicationofassociationruleanalysisinspatialdataminingthroughcasestudiesinareassuchasurbanplanning,transportationmanagement,andenvironmentalmonitoring. Methodology: Theresearchwillbeconductedthroughthefollowingsteps: 1.Literaturereview:Acomprehensivereviewoftheliteratureonassociationruleanalysisandspatialdataminingwillbeconductedtoidentifytheresearchgapsandchallengesinthefield. 2.Algorithmdesign:Basedonthechallengesandopportunitiesidentifiedintheliteraturereview,animprovedalgorithmforassociationruleanalysisinspatialdataminingwillbeproposedanddesigned. 3.Implementationandexperiment:Theproposedalgorithmwillbeimplementedandtestedonreal-worldspatialdatasets.Theexperimentswillbeconductedtoevaluatetheaccuracyandefficiencyofthealgorithm. 4.Casestudies:Theapplicationofassociati