Analyzing the use of Social Media by Fashion Designers with K-Means and C45

Abulwafa Muhammad, Sarjon Defit
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Abstract

Social media is one part of digital marketing that is used for the development of marketing business products known as social-marketing. The use of social media as social marketing is still managed conventionally and has not implemented business social media. This study was conducted to analyze the clusters and classifications of the use of social media by fashion designers in West Sumatra in marketing their products. This analysis uses the k-Means algorithm and c45 uses the Rapidminer application for the fashion designer industry in West Sumatra. Data is collected from Instagram and Facebook of fashion designers. The data analyzed by K-Means resulted in 3 clusters of social media use, namely 3 less active clusters, 12 active clusters and 1 very active, then classification using the C45 method resulted in a decision tree that described the most and the least in using social media. This study resulted in grouping and classifying variables from whether or not the use of social media in social marketing for the fashion designer industry players in West Sumatra was good or not. The results of this study can be used as a reference for developing integrated marketing for West Sumatra fashion designers.
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基于K-Means和C45的服装设计师社交媒体使用分析
社交媒体是数字营销的一部分,用于开发被称为社交营销的营销业务产品。社会媒体作为社会营销的使用仍然是传统的管理方式,并没有实施商业社会媒体。本研究旨在分析西苏门答腊时装设计师在营销其产品时使用社交媒体的集群和分类。该分析使用k-Means算法,c45使用Rapidminer应用程序,用于西苏门答腊的时装设计师行业。数据来自时装设计师的Instagram和Facebook。通过K-Means分析的数据得到了3个社交媒体使用集群,即3个不太活跃的集群,12个活跃的集群和1个非常活跃的集群,然后使用C45方法分类得到了一个描述社交媒体使用最多和最少的决策树。这项研究的结果是分组和分类变量是否使用社交媒体在社会营销的时装设计师行业玩家在西苏门答腊是好还是坏。本研究结果可为西苏门答腊时装设计师发展整合行销提供参考。
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