首页> 外国专利> ARTIFICIAL INTELLIGENCE AND/OR MACHINE LEARNING MODELS TRAINED TO PREDICT USER ACTIONS BASED ON AN EMBEDDING OF NETWORK LOCATIONS

ARTIFICIAL INTELLIGENCE AND/OR MACHINE LEARNING MODELS TRAINED TO PREDICT USER ACTIONS BASED ON AN EMBEDDING OF NETWORK LOCATIONS

机译:人工智能和/或机器学习模型培训,以基于网络位置的嵌入来预测用户动作

摘要

A computer-implemented method can facilitate delivery of targeted content to user devices in situations in which historic tracking data (e.g., cookie data) is generally unavailable and/or unreliable. A p-dimensional embedding of websites can be generated based on a group of user devices for whom tracking data is available. Conversion event data that indicates indicating whether that audience member performed a conversion action can be received. A machine learning model can be trained using the conversion event data and the positions of websites appearing in the conversion event data within the p-dimensional embedding to predict a likelihood of conversion and/or a type of content to provide given a position in the p-dimensional embedding. When an indication that a user device is accessing a website is received, a position of that website in the p-dimensional embedding can be determined and targeted content can be delivered to the user device.
机译:在历史跟踪数据(例如,Cookie数据)通常不可用和/或不可靠的情况下,计算机实现的方法可以促进将目标内容的递送到用户设备。 可以基于用于跟踪数据的一组用户设备来生成网站的P维嵌入。 转换事件数据,指示可以接收到是否可以接收观众成员执行转换动作。 可以使用转换事件数据和在P维嵌入中出现在转换事件数据中出现的网站的位置来训练机器学习模型,以预测转换和/或内容类型以提供P的位置 - 嵌入嵌入。 当接收到用户设备访问网站的指示时,可以确定该网站在P维嵌入中的位置,并且可以将目标内容传送到用户设备。

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