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1、第44卷第1期测绘学报Vol.44,No.12015年1月ActaGeodaeticaetCartographicaSinicaJanuary,2015引文格式:YUWenhao,AITinghua.TheVisualizationandAnalysisofPOIFeaturesunderNetworkSpaceSupportedbyKernelDensityEstimation[J].ActaGeodaeticaetCartographicaSinica,2015,44(1):82G90.(禹文豪,艾廷华.核密度估计法支持下的网络空间POI点可视化与分析[J].测绘学报,2015,44
2、(1):82G90.)DOI:10.11947/j.AGCS.2015.20130538核密度估计法支持下的网络空间POI点可视化与分析禹文豪,艾廷华武汉大学资源与环境科学学院,湖北武汉430079TheVisualizationandAnalysisofPOIFeaturesunderNetworkSpaceSupportedbyKernelDensityEstimationYUWenhao,AITinghuaSchoolofResourcesandEnvironmentalScience,WuhanUniversity,Wuhan430079,ChinaAbstract:Thedis
3、tributionpatternandthedistributiondensityofurbanfacilityPOIsareofgreatsignifiGcanceinthefieldsofinfrastructureplanningandurbanspatialanalysis.Thekerneldensityestimation,whichhasbeenusuallyutilizedforexpressingthesespatialcharacteristics,issuperiortootherdensityestimationmethods(suchasQuadratanaly
4、sis,VoronoiGbasedmethod),forthattheKerneldensityestimaGtionconsiderstheregionalimpactbasedonthefirstlawofgeography.However,thetraditionalkerneldensityestimationismainlybasedontheEuclideanspace,ignoringthefactthattheservicefunctionandinterrelationofurbanfeasibilitiesiscarriedoutonthenetworkpathdis
5、tance,neitherthanconventionalEuclideandistance.Hence,thisresearchproposedacomputationalmodelofnetworkkerneldensityestimation,andtheextensiontypeofmodelinthecaseofaddingconstraints.Thisworkalsodiscussedtheimpactsofdistanceattenuationthresholdandheightextremetotherepresentationofkerneldensity.Thela
6、rgeGscaleactualdataexperimentforanalyzingthedifferentPOIs’distributionpatterns(randomtype,sparsetype,regionalGintensivetype,linearGintensivetype)discussesthePOIinfrastructureinthecityonthespatialdistributionofcharacteristics,influencefactors,andservicefunctions.Keywords:networkkerneldensity;POIan
7、alysis;networkanalysis;spatialstatisticsFoundationsupport:TheNationalHighGtechResearchandDevelopmentProgramofChina(863Program)(No.2012AA12A404);TheNationalKeyTechnologyResearchandDevelopmentProgramoftheMinistryofScienc