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空间并置模式下的高成本户外广告选址方法

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高成本户外广告的选址有助于最大化广告投放收益.本文提出一种基于空间并置的高成本广告选址方法(CLOS),引入加权参与度(WPI)解决稀少高成本广告相关模式丢失问题,定义模式显著水平将模式挖掘结果转化为广告推荐位置.研究将CLOS方法应用于武汉市主城区,采用12类POI共计86949条数据和2类户外广告共计7875条数据,在洪山区等5个训练区中挖掘出6种高成本广告-POI关联模式(HPCP),在验证区汉阳区中生成广告推荐位置以评价方法效果.结果表明,方法在验证区6.5%的面积范围内发现了75%的高成本广告,尤其适合与经济高度相关的应用场景.
High-cost Outdoor Advertising Site Selection Method Based on Co-location Pattern
High-cost outdoor advertising site selection is helpful to maximize advertising revenue. This paper proposes a site selection method of high-cost outdoor advertising based on spatial co-location pattern,abbreviated as CLOS,which uses weighted participation index (WPI) to solve the problem of pattern loss of rare high-cost advertising,and defines the pattern significance level to transform the pattern mining results into site selection of high-cost advertising. The CLOS method was applied to the main urban area of Wuhan,using 86949 records of POI in 12 types and 7875 records of outdoor advertisements in 2 types. Six high-cost advertising and POI co-location patterns (HPCP) were excavated in five training areas such as Hongshan district,and they were used in the verification are-a,Hanyang district,to generate advertising recommendation location and evaluate the method performance. The results shows that the method found 75% of the high-cost advertising within 6.5% of the verification area,and is suitable for the application scenarios highly related to the economy.

outdoor advertisingspatial data miningspatial co-location patternspatial association significant indexsite selection

郝从朴、李英冰、张岩、高蕴灵、何阳

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武汉大学测绘学院,湖北武汉 430079

武汉大学测绘遥感国家重点实验室,湖北武汉 430079

中铁第一勘察设计院集团有限公司,陕西西安 710043

户外广告 空间数据挖掘 空间并置模式 空间关联显著指数 选址

2024

测绘与空间地理信息
黑龙江省测绘学会

测绘与空间地理信息

影响因子:0.788
ISSN:1672-5867
年,卷(期):2024.47(9)