马太效应对YouTube推荐系统的影响

Y. Liu, Min Qi Huang
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引用次数: 1

摘要

YouTube已经成为最大的视频分享网站,它的推荐系统显著影响着人们的认知和行为。本研究考察了YouTube的推荐系统是否存在马太效应,并测试了这两个因素(浏览量和订阅量)是如何影响推荐结果的。数据通过Python程序从YouTube上收集,并通过统计学方法进行分析。统计结果证实了马太效应的存在,并揭示了频道浏览量和订阅量对播放次数的显著影响。对研究人员、用户、业务单位和渠道所有者的影响进行了讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Examining the Matthew Effect on YouTube Recommendation System
YouTube has become the largest video sharing site and its recommendation system significantly affects people’s perceptions and behaviors. This study examined whether the Matthew effect exists on YouTube’s recommendation system, and tested how the two factors (views and subscriptions) affect the recommendation results. The data was collected from YouTube by Python program and analyzed by statistical methods. The statistical results confirmed the existence of the Matthew effect and revealed the significant influences of channel views and subscriptions on play counts. The implications for researchers, users, business units and channel owners are discussed.
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