Estimation of inheritance relationship between contents on social media — Case study of Niconico as a video-sharing site

Hitoyoshi Ohta, Akio Kobayashi, Shigeru Masuyama
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引用次数: 2

Abstract

Social media is a platform on which collaborative creative activities on the Web create new contents. This study proposes a method for estimating inheritance relationship between contents when we assumed that contents have inherited from some other contents in its parts or properties. We estimate this relationship by targeting Niconico, a typical video-sharing Website in Japan, because we found this relationship from various meta-data given to the video. We think that we can observe the culture formation that occurs in social media by accounting for inheritance relationship of contents. We also think that we can analyze the phenomenon that a piece of contents inspired another one in chain in social media by applying the visualized culture formation. First, we propose a reference graph that represents inheritance relation obtained by analyzing the description of videos. We investigate characteristic of the relationship using edges in this graph. We confirm that some contents in Niconico has inheritance relationship with other contents. We have found that relationship is classified into the following four types: (1) Remake: Creator remakes some other videos into high-quality sound or high definition. (2) Arrangement: Creator arranges some other videos in their favorite style. (3) Partially-used: Creator uses some other videos in its music or scene as materials. (4) Inspired: Creator refers to some other videos in its representation or technique. We also propose a method for estimating this relationship using tags and titles from videos. We conducted experiments to evaluate our method and attained F-value 0.444 when threshold value is 0.330.
社交媒体内容之间的继承关系估计——以视频分享网站Niconico为例
社交媒体是一个平台,在这个平台上,网络上的协作创造性活动可以创造新的内容。本研究提出了一种估算内容之间继承关系的方法,即假设内容在其部分或属性上继承了其他内容。我们通过针对Niconico(一个典型的日本视频分享网站)来估计这种关系,因为我们从提供给视频的各种元数据中发现了这种关系。我们认为可以通过考虑内容的继承关系来观察社交媒体中发生的文化形成。我们也认为可以运用可视化的文化形态来分析社交媒体中一篇内容对另一篇内容的连锁启发现象。首先,我们提出了一个参考图来表示通过分析视频描述得到的继承关系。我们利用图中的边来研究关系的特征。我们确认Niconico中的一些内容与其他内容有继承关系。我们发现这种关系分为以下四种类型:(1)重拍:创作者将其他一些视频重拍成高质量的声音或高清。(2)编排:创作者按照自己喜欢的风格编排一些其他视频。(3)部分使用:创作者使用其音乐或场景中的其他视频作为素材。(4)灵感(Inspired):创作者指的是其他一些视频的表现形式或技术。我们还提出了一种使用视频中的标签和标题来估计这种关系的方法。我们进行了实验来评估我们的方法,当阈值为0.330时,f值为0.444。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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