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The Untold Story of the Clones: Content-agnostic Factors that Impact YouTube Video Popularity

机译:克隆人的不为人知的故事:影响的内容不可知因素   YouTube视频广受欢迎

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摘要

Video dissemination through sites such as YouTube can have widespread impactson opinions, thoughts, and cultures. Not all videos will reach the samepopularity and have the same impact. Popularity differences arise not onlybecause of differences in video content, but also because of other"content-agnostic" factors. The latter factors are of considerable interest butit has been difficult to accurately study them. For example, videos uploaded byusers with large social networks may tend to be more popular because they tendto have more interesting content, not because social network size has asubstantial direct impact on popularity. In this paper, we develop and apply amethodology that is able to accurately assess, both qualitatively andquantitatively, the impacts of various content-agnostic factors on videopopularity. When controlling for video content, we observe a strong linear"rich-get-richer" behavior, with the total number of previous views as the mostimportant factor except for very young videos. The second most important factoris found to be video age. We analyze a number of phenomena that may contributeto rich-get-richer, including the first-mover advantage, and search biastowards popular videos. For young videos we find that factors other than thetotal number of previous views, such as uploader characteristics and number ofkeywords, become relatively more important. Our findings also confirm thatinaccurate conclusions can be reached when not controlling for content.
机译:通过YouTube之类的网站进行视频传播会对自己的观点,思想和文化产生广泛影响。并非所有视频都会达到相同的人气并产生相同的影响。流行度差异不仅是由于视频内容的差异而引起的,而且还由于其他“与内容无关的”因素而引起。后面的因素引起了人们的极大兴趣,但是很难准确地研究它们。例如,具有大型社交网络的用户上传的视频可能会更受欢迎,因为它们倾向于包含更多有趣的内容,而不是因为社交网络的规模对受欢迎程度具有直接的直接影响。在本文中,我们开发并应用了一种方法论,该方法论能够定性和定量地准确评估各种与内容无关的因素对视频受欢迎度的影响。当控制视频内容时,我们观察到强烈的线性“富人越富”行为,除非常年轻的视频外,以前的观看次数是最重要的因素。第二个最重要的因素是视频时代。我们分析了许多可能有助于致富的现象,包括先发优势,以及对热门视频的搜索偏向。对于年轻的视频,我们发现除以前的观看总数之外,其他因素(例如上传者的特征和关键字的数量)变得相对重要。我们的发现还证实,如果不控制内容,可能得出不正确的结论。

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