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Hey Alexa, What Should I Read? Comparing the Use of Social and Algorithmic Recommendations for Different Reading Genres

机译:嘿Alexa,我该怎么看? 比较不同阅读类型的社会和算法建议的使用

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Users often seek reading recommendations for what to read, across a variety of topics of interest and genres. While there has been extensive research on the development of recommender algorithms, our understanding of social factors relating to reading recommendation in the digital era is poor. We have no holistic view of how readers interact with diverse resources, social and digital, to obtain reading recommendations. Users can consult computer-generated summaries and human-created reviews. How much or how often the typical user relies on one or other source, or what variations there are by genre of intended reading, are both open questions. To narrow these research gaps, we conducted a diary study to capture a comprehensive picture of readers' use of algorithm- and social-sourced information to inform their future reading choices. Based on a qualitative analysis of these diaries, we produced a survey to investigate in-depth readers' recommendation preferences across fictional reading, factual reading, academic resources, and news and articles. We show that users rely on different sources of recommendation information in different ways across different genres, and that modern social media plays an increasing role alongside established mass media, especially for fiction.
机译:用户经常寻求阅读读取的内容的建议,跨各种兴趣主题和流派。虽然对推荐人算法的发展一直进行了广泛的研究,但我们对数字时代的读取建议有关的社会因素的理解差。我们没有读者如何与各种资源,社会和数字交互以获取阅读建议的整体视图。用户可以咨询计算机生成的摘要和人类创建的评论。典型用户依赖于一个或其他源的多少或多久,或者有预期阅读类型的变化,都是打开的问题。为了缩小这些研究差距,我们进行了一项日记研究,以捕捉读者使用算法和社会资源信息的全面图像,以告知他们未来的阅读选择。基于对这些日记的定性分析,我们制作了一项调查,调查了虚构阅读,事实阅读,学术资源和新闻和文章的深入读者的推荐偏好。我们展示了用户在不同类型的不同方式依赖不同的推荐信息来源,而现代社交媒体在建立的大众媒体上发挥着越来越大的作用,特别是对小说。

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