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Finding engaging media with initialized explore-exploit

机译:通过初始化的exploit-exploit查找引人入胜的媒体

摘要

Software for initialized explore-exploit creates a plurality of probability distributions. Each of these probability distributions is generated by inputting a quantitative description of one or more features associated with an image into a regression model that outputs a probability distribution for a measure of engagingness for the image. Each of the images is conceptually related to the other images. The software uses the plurality of probability distributions to initialize a multi-armed bandit model that outputs a serving scheme for each of the images. Then the software serves a plurality of the images on a web page displaying search results, based at least in part on the serving scheme.
机译:用于初始化探查-利用的软件会创建多个概率分布。通过将与图像相关联的一个或多个特征的定量描述输入回归模型中来生成这些概率分布中的每一个,该回归模型输出用于测量图像的参与度的概率分布。每个图像在概念上都与其他图像相关。该软件使用多个概率分布来初始化多臂土匪模型,该模型输出每个图像的服务方案。然后,该软件至少部分地基于该服务方案在显示搜索结果的网页上服务多个图像。

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