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Personalization Beyond Recommender Systems - An Application-Oriented Overview of Personalization Functions

机译:推荐人系统之外的个性化-面向应用程序的个性化功能概述

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摘要

Personalization is an interdisciplinary topic that has been discussed in the literature of marketing and information systems as well as in other research areas. In this paper we present findings from a longitudinal research project on personalization of e-commerce systems. The findings were taken from interviews and software development projects with company partners (action research). The main contribution described in this paper is the Personalization Map. The map provides an extensive overview on personalization functions that can be used to individualize and improve human-computer-interaction both in B2C and B2B e-commerce environments. In a first step, the functions are classified according to their order of appearance in the buying process. In a second step they are grouped into subcategories, There is no single strategy for selecting successful personalization functions as the suitability varies depending on the industry and the goods sold. Most definitions of personalization are closely connected to the recommendation of items based on user preferences. The Personalization Map shows that recommender systems are an interesting but rather small part of the universe of personalization functions.
机译:个性化是一个跨学科的话题,已经在市场营销和信息系统的文献以及其他研究领域中进行了讨论。在本文中,我们介绍了有关电子商务系统个性化的纵向研究项目的发现。调查结果来自与公司合作伙伴的访谈和软件开发项目(行动研究)。本文描述的主要贡献是个性化地图。该地图提供了有关个性化功能的广泛概述,这些功能可用于个性化和改善B2C和B2B电子商务环境中的人机交互。第一步,根据功能在购买过程中的出现顺序对其进行分类。在第二步中,将它们分组为子类别​​,因为成功的适用性取决于行业和所售商品,因此没有选择成功个性化功能的单一策略。大多数个性化定义与基于用户偏好的项目推荐紧密相关。个性化地图显示,推荐系统是个性化功能领域中一个有趣但相当小的部分。

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