An Augmented Method of Selecting Fashion Talent by Adding Social Media Characteristic

Dwita Adilah, A. Alamsyah
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引用次数: 2

Abstract

Fashion model plays an important role in presenting designer’s work by showing how the cut of fabric interplayed with the body. In selecting the fashion models, the agency considers physical characteristics that express the aesthetic. Another subjective advantage of fashion model is the appearance on professional network. However, the emerging of social media culture has revolutionized fashion industry in producing and consuming fashion. In term of fashion modelling, social media open the opportunities for talent to "breaking in" and "getting discovered". Prior research has dealt with predicting success based on social media presence. Thus, in this paper we construct additional social media activity to predict a fashion model success. We examine prediction using classification task by utilizing Random Forest and Support Vector Machine. Our research finds that social media activity improves the accuracy by 4.55% increasing up to 84.55% performed by Random Forest.
加入社交媒体特征的时尚人才选拔增强方法
时装模特在展示设计师的作品中扮演着重要的角色,通过展示面料的剪裁如何与身体相互作用。在挑选时装模特时,该机构会考虑能表达审美的身体特征。时尚模特的另一个主观优势是在专业网络上的形象。然而,社交媒体文化的兴起使时尚产业在生产和消费时尚方面发生了革命性的变化。就时尚模特而言,社交媒体为人才“闯入”和“被发现”提供了机会。之前的研究是根据社交媒体的存在来预测成功的。因此,在本文中,我们构建了额外的社交媒体活动来预测时装模特的成功。我们利用随机森林和支持向量机来检验分类任务的预测。我们的研究发现,社交媒体活动将准确率提高了4.55%,而随机森林的准确率提高到了84.55%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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