Modeling, characterizing and recommendation in multimedia web content services

Diego Duarte, A. Pereira, C. Davis
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引用次数: 2

Abstract

Web content has gained much importance lately. One of the most important content types is online video, as demonstrated by the success of platforms such as YouTube. The growth in the volume of available online video is also observed in corporate scenarios, such as TV networks. This paper evaluates a set of corporate online videos hosted by Sambatech, a company that holds the largest platform for online multimedia content distribution in Latin America. We propose a novel analytical approach for video recommendation, focusing on video objects being consumed, and not on consumer profile data. After modeling this service, we characterize the contents from multiple sources, and propose techniques for video recommendation. Experimental results indicate that the proposed method obtains a gain of about 42% in precision for a set of five recommendations, as compared to a baseline that is based only on video metadata.
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多媒体网络内容服务的建模、表征和推荐
网络内容最近变得越来越重要。最重要的内容类型之一是在线视频,YouTube等平台的成功证明了这一点。可用在线视频数量的增长也出现在企业场景中,比如电视网络。本文评估了拉丁美洲最大的在线多媒体内容分发平台Sambatech公司托管的一组企业在线视频。我们提出了一种新的视频推荐分析方法,关注被消费的视频对象,而不是消费者档案数据。在对该服务建模之后,我们对来自多个来源的内容进行了表征,并提出了视频推荐技术。实验结果表明,与仅基于视频元数据的基线相比,该方法对5个推荐集的精度提高了约42%。
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