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    • 1. 发明申请
    • REAL-TIME UPDATES TO DIGITAL MARKETING FORECAST MODELS
    • 数字营销预测模型的实时更新
    • US20140379460A1
    • 2014-12-25
    • US13925138
    • 2013-06-24
    • Adobe Systems Incorporated
    • Andrew I. Schein
    • G06Q30/02
    • G06Q30/0244
    • Techniques are disclosed for automatically creating or updating predictive models, including digital marketing forecast models. A predictive model is updated in real-time or near real-time using a stochastic gradient descent optimization method based on one or more predictive values associated with an advertising impression that is won in an online advertising auction. Each predictive value, which is obtained from the predictive model, is encoded as an argument in a uniform resource locator (URL) corresponding to the ad impression being auctioned. If and when the ad impression is won, the predictive value(s) and other information can be tracked and immediately available for updating the model using information encoded in the URL.
    • 公开了用于自动创建或更新预测模型的技术,包括数字营销预测模型。 使用基于与在线广告拍卖中赢得的广告印象相关联的一个或多个预测值的随机梯度下降优化方法,实时或接近实时地更新预测模型。 从预测模型获得的每个预测值被编码为与正在拍卖的广告印象相对应的统一资源定位符(URL)中的参数。 如果广告展示被赢得,则可以跟踪预测值和其他信息,并立即可用于使用URL中编码的信息更新模型。