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Method for Selecting Electronic Advertisements Using Machine Translation Techniques

机译:利用机器翻译技术选择电子广告的方法

摘要

A system for selecting electronic advertisements from an advertisement pool to match the surrounding content is disclosed. To select advertisements, the system takes an approach to content match that takes advantage of machine translation technologies. The system of the present invention implements this goal by means of simple and efficient machine translation features that are extracted from the surrounding context to match with the pool of potential advertisements. Machine translation features used as features for training a machine learning model. In one embodiment, a ranking SVM (Support Vector Machines) trained to identify advertisements relevant to a particular context. The trained machine learning model can then be used to rank advertisements for a particular context by supplying the machine learning model with the machine translation features measures for the advertisements and the surrounding context.
机译:公开了一种用于从广告池中选择电子广告以匹配周围内容的系统。为了选择广告,系统采用了一种利用机器翻译技术来进行内容匹配的方法。本发明的系统通过简单而有效的机器翻译特征来实现该目标,该机器翻译特征是从周围环境中提取出来的,以与潜在广告库相匹配。机器翻译功能用作训练机器学习模型的功能。在一个实施例中,训练排序SVM(支持向量机)以识别与特定上下文有关的广告。然后,通过向机器学习模型提供广告和周围上下文的机器翻译特征度量,可以将训练有素的机器学习模型用于对特定上下文的广告进行排名。

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