2023
DOI: 10.1061/jupddm.upeng-4252
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Spatial Pattern and Mechanism of the Life Service Industry in Polycentric Cities: Experience from Wuhan, China

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Cited by 4 publications
(3 citation statements)
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“…Kernel density estimation is a method to calculate the density of point elements in their neighborhood, which directly reflects the spatial distribution pattern of elements [46]. Its calculation formula is as follows [45]:…”
Section: Kernel Density Estimationmentioning
confidence: 99%
“…Kernel density estimation is a method to calculate the density of point elements in their neighborhood, which directly reflects the spatial distribution pattern of elements [46]. Its calculation formula is as follows [45]:…”
Section: Kernel Density Estimationmentioning
confidence: 99%
“…This study uses Kernel density estimation to systematically describe the distribution's location, shape, extensibility, and polarization characteristics for the UGHQD levels of the five major urban agglomerations throughout the sample period. Let the density function f (c) for the random variable X at point c be formulated as [64,74]:…”
Section: Kernel Densitymentioning
confidence: 99%
“…Consequently, China's ecological environment is now under severe pressure (Xiao et al, 2023). To improve the quality of economic development in the current new stage, it is necessary to take the initiative to explore intelligent green practice solutions (Cui et al, 2023). China has put up the strategic objective of achieving carbon peaking and carbon neutrality.…”
Section: Introductionmentioning
confidence: 99%