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COMBINING VALUE AND PROBABILITY MODELS IN DATABASE MINING

机译:数据库挖掘中的价值与概率模型的结合

摘要

A technique to produce a marketing campaign is described. The technique scores a data set of prospects using a plurality of models that estimate state transition probabilities for the prospects, with the models based on samples of potential contacts and their responses, and scores the data set with a plurality of valuation models to determine rewards gained from the prospects in the data set. The model combines the probability of the event occurring for the prospects and values of the prospects to provide targetability value estimates for the prospects by using Markov decision processes from outputs of the scoring and solves the Markov decision processes for the prospects.
机译:描述了一种产生市场活动的技术。该技术使用多个模型来对潜在客户的数据集进行评分,该多个模型基于潜在联系人及其响应的样本来估计潜在客户的状态转移概率,并使用多个评估模型对数据集进行评分,以确定获得的奖励从数据集中的潜在客户。该模型将潜在事件发生的概率与潜在客户的值相结合,通过使用评分结果中的马尔可夫决策过程为潜在客户提供目标价值估算,并解决潜在客户的马尔可夫决策过程。

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