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Characteristics Description of Potential User Segments on the E-Commerce Website oriented to Precision Marketing

机译:面向精准营销的电子商务网站上潜在用户细分的特征描述

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In the increasingly competitive environment between e-commerce companies, for more accurate implementation of marketing strategies, e-commerce websites often choose to subdivide the consumer market of the enterprise to identify site users' characteristics to find their needs.In this paper, we subdivide consumer market from the four dimensions of behavior, geography, demography and psychology and propose a model to describe the characteristics of potential user market segments.Based on the web log data and user transaction data, a classification algorithm is used to analyze user behavior data in Web log to find the potential user segments and the user's descriptive characteristics in user transaction data are clustered to obtain the distribution of consumer characteristics under various product categories, then we use the product categories in e-commerce website as an intermediary to give every single potential user in potential user market segments the descriptive characteristics, which can provide data support for the realization of precision marketing.The proposed model is applied to the actual data of a certain insurance e-commerce platform, and based on the results, we gain some implications for marketing of the e-commerce website.
机译:在电子商务公司之间竞争日益激烈的环境中,为了更准确地实施营销策略,电子商务网站通常选择细分企业的消费者市场,以识别站点用户的特征以找到他们的需求。从行为,地理,人口学和心理学四个维度对消费者市场进行分析,并提出模型来描述潜在用户细分市场的特征。基于网络日志数据和用户交易数据,使用分类算法分析用户的潜在行为数据。通过Web日志查找潜在的用户群,并将用户交易数据中用户的描述性特征聚类以获得不同产品类别下消费者特征的分布,然后我们使用电子商务网站中的产品类别作为中介,以赋予每个潜在的可能性潜在用户市场细分中的用户的描述性特征h可以为精确营销的实现提供数据支持。将模型应用于某保险电子商务平台的实际数据,并基于结果,对电子商务网站的营销有一定的启示。

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