2021
DOI: 10.1155/2021/8873374
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Patterns of Location and Other Determinants of Retail Stores in Urban Commercial Districts in Changchun, China

Abstract: Knowledge of the patterns of location of retail stores in urban areas supports the development of effective urban planning and the reasonable allocation of commercial facilities. Using point of interest data and consumer survey data in three main commercial districts in Changchun, China, this study investigates the spatial structures of commercial districts and the patterns of distribution of retail stores to assess the determinants of the development of retail stores in commercial districts. Kernel density es… Show more

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Cited by 9 publications
(6 citation statements)
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“…(2) Kernel density estimation. To analyze the spatial clustering of point elements, KDE is often used to reflect the relative degree of concentration of a spatial distribution of elements, mainly estimated with a regular moving quadratic [29]. It is given by the following formula:…”
Section: Methodsmentioning
confidence: 99%
“…(2) Kernel density estimation. To analyze the spatial clustering of point elements, KDE is often used to reflect the relative degree of concentration of a spatial distribution of elements, mainly estimated with a regular moving quadratic [29]. It is given by the following formula:…”
Section: Methodsmentioning
confidence: 99%
“…Such techniques provide valuable technical support for automating livestock body measurement. Qin (2020) [38] introduced an octree-based K-means clustering approach to point cloud simplification. This method not only removed redundant data from pig point clouds but also effectively retained the fine details of the pig's features.…”
Section: Point Cloud Simplificationmentioning
confidence: 99%
“…where xi and yi are the ratios of two categories in grid square n, x, and y are the sample averages for x and y. σy and σx are the sample standard deviations for x and y. The higher the degree of correlation between the independent and dependent variables, |r|< |r| < 0.50 indicates low 7; 0.5 < |r| < 0.70 a signi cant 7; and 0.70 < |r| < 1,00 high correlation (Hao et al, 2021).…”
Section: A Descriptive Analysis Of the Characteristics Of Commercial ...mentioning
confidence: 99%