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Data mining and visualization research of check-in data

机译:签到数据的数据挖掘和可视化研究

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Crowd sourcing geographic data, which is contributed by lots of non-professionals and provided to the public, is an open source geographic data with characteristics of large data volume, high currency, abundance information and low cost. As a kind of crowd sourcing geographic data, check-in data contains multitudes of social attribute data and becomes a research hotspot of international geographic information science in the recent years. Take check-in data of Jiepang for instance, this paper studies spatiotemporal visualization method of check-in data, proposes a hotspot detection method based on frequency and variation thematic map of check-in data, and does some research on the spatiotemporal mining method of check-in data in the end. The correlation analysis experiment between the resident population and the amount of check-in user in different district shows that the check-in data has a high correlation with urban economy and population, indirectly reflects the distribution situation of urban economy and population, can be used for the analysis of national socioeconomic situation.
机译:由许多非专业人士提供并向公众提供的众包地理数据是一种开源地理数据,具有数据量大,币值高,信息量大和成本低的特点。签到数据作为一种人群采购的地理数据,包含大量的社会属性数据,成为近年来国际地理信息科学的研究热点。以结帮的登机数据为例,研究了登机数据的时空可视化方法,提出了一种基于登机数据的频率和变化专题图的热点检测方法,并对登机时空挖掘方法进行了研究。签入数据到底。不同地区常住人口与签到用户数量之间的相关性分析实验表明,签到数据与城市经济和人口具有高度相关性,可以间接反映城市经济和人口的分布状况,可以使用用于分析国家社会经济状况。

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