Box-Cox变换作为视频点播流行度建模的替代方法

M. G. Aparicio, R. García, X. G. Pañeda, David Melendi, S. Cabrero
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引用次数: 0

摘要

本文研究了西班牙三家不同的地方在线报纸上发布的与广泛新闻相关的多媒体视频的受欢迎程度。流行度的统计分布是未知的。事实上,纵观文献,许多论文都用不同的分布模型来模拟流行度,比如Mandelbrot, stretch, Zipf-like等等。在本文中,Box-Cox变换被提议作为一种统一的方法来覆盖所有以前的分布。其主要优点是它的非参数性质,因此可以避免模型选择。
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Box-Cox transformation as an alternative method for modeling video-on-demand popularity
The popularity of multimedia videos related to a wide range of news, which were emitted in three different Spanish local on-line newspapers, has been researched in this paper. The statistic distribution from which the popularity came from is unknown. In fact, throughout the literature, many papers have modeled popularity with different distributions, such as Mandelbrot, Stretched, Zipf-like and so on. In this paper, the Box-Cox transformation has been proposed as a unified approach that would cover all the former distributions. The main advantage is its non-parametric nature and in consequence the model selection might be avoided.
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