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Semantic Entity-Relationship Model for Large-Scale Multimedia News Exploration and Recommendation

机译:大规模多媒体新闻探索和推荐的语义实体关系模型

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Even though current news websites use large amount of multimedia materials including image, video and audio, the multimedia materials are used as supplementary to the traditional text-based framework. As users always prefer multimedia, the traditional text-based news exploration interface receives more and more criticisms from both journalists and general audiences. To resolve this problem, we propose a novel framework for multimedia news exploration and analysis. The proposed framework adopts our semantic entity-relationship model to model the multimedia semantics. The proposed semantic entity-relationship model has three nice properties. First, it is able to model multimedia semantics with visual, audio and text properties in a uniform framework. Second, it can be extracted via existing semantic analysis and machine learning algorithms. Third, it is easy to implement sophisticated information mining and visualization algorithms based on the model. Based on this model, we implemented a novel multimedia news exploration and analysis system by integrating visual analytics and information mining techniques. Our system not only provides higher efficiency on news exploration and retrieval but also reveals extra interesting information that is not available on traditional news exploration systems.
机译:尽管目前的新闻网站使用大量的多媒体材料,包括图像,视频和音频,但多媒体材料被用作传统文本框架的补充。随着用户始终更喜欢多媒体,传统的基于文本的新闻探索界面从记者和一般受众中获得了越来越多的批评。要解决此问题,我们为多媒体新闻探索和分析提出了一部新颖框架。所提出的框架采用我们的语义实体关系模型来模拟多媒体语义。所提出的语义实体关系模型有三个很好的特性。首先,它能够在统一框架中使用视觉,音频和文本属性模拟多媒体语义。其次,它可以通过现有的语义分析和机器学习算法提取。第三,易于基于模型实现复杂的信息挖掘和可视化算法。基于此模型,我们通过集成视觉分析和信息挖掘技术来实现新的多媒体新闻探索和分析系统。我们的系统不仅为新闻探索和检索提供了更高的效率,而且还揭示了传统新闻勘探系统上不可用的额外有趣信息。

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