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Building a Big Data Analytics Service Framework for Mobile Advertising and Marketing

机译:为移动广告和营销构建大数据分析服务框架

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The unprecedented growth in mobile device adoption and the rapid advancement of mobile technologies & wireless networks have created new opportunities in mobile marketing and adverting. The opportunities for Mobile Marketers and Advertisers include real-time customer engagement, improve customer experience, build brand loyalty, increase revenues, and drive customer satisfaction. The challenges, however, for the Marketers and Advertisers include how to analyze troves of data that mobile devices emit and how to derive customer engagement insights from the mobile data. This research paper addresses the challenge by developing Big Data Mobile Marketing analytics and advertising recommendation framework. The proposed framework supports both offline and online advertising operations in which the selected analytics techniques are used to provide advertising recommendations based on collected Big Data on mobile user's profiles, access behaviors, and mobility patterns. The paper presents prototyping solution design as well as its application and certain experimental results.
机译:移动设备采用率的空前增长以及移动技术和无线网络的迅猛发展,为移动营销和广告创造了新的机遇。移动营销商和广告商的机会包括实时的客户互动,改善客户体验,建立品牌忠诚度,增加收入并提高客户满意度。但是,对于营销商和广告商而言,挑战包括如何分析移动设备发出的大量数据,以及如何从移动数据中获得客户参与的见解。本研究论文通过开发大数据移动营销分析和广告推荐框架来应对挑战。所提出的框架支持离线和在线广告操作,其中所选的分析技术用于基于收集的有关移动用户的个人资料,访问行为和移动性模式的大数据来提供广告推荐。本文介绍了原型解决方案设计及其应用和某些实验结果。

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