- 专利标题: Next product purchase and lapse predicting tool
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申请号: US16036837申请日: 2018-07-16
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公开(公告)号: US11062337B1公开(公告)日: 2021-07-13
- 发明人: Gareth Ross , John Karlen , Asieh Ahani , Xiangdong Gu
- 申请人: MASSACHUSETTS MUTUAL LIFE INSURANCE COMPANY
- 申请人地址: US MA Springfield
- 专利权人: MASSACHUSETTS MUTUAL LIFE INSURANCE COMPANY
- 当前专利权人: MASSACHUSETTS MUTUAL LIFE INSURANCE COMPANY
- 当前专利权人地址: US MA Springfield
- 代理机构: Foley & Lardner LLP
- 主分类号: G06Q30/02
- IPC分类号: G06Q30/02 ; G06K9/62 ; G06N7/00 ; G06Q30/00 ; G06N20/00
摘要:
A processor-based system and method retrieve customer purchase history information from an internal customer purchase history database for a plurality of customer records representing customers that previously purchased products of an enterprise, and retrieve customer profile information for each customer record. The processor executes a predictive machine learning model to determine a set of product purchase scores for each of the customers by applying a logistic regression model utilizing gradient boosting to the customer purchase history information and the customer profile information. The processor classifies the customers into a target customer group and a non-target customer group by applying a classification criterion to the set of product purchase scores, and generates a report of customers in the target customer group including highest product purchase scores and products recommended for cross-sale. In some embodiments, the predictive machine learning model is configured to forecast likelihood that given customers will lapse in payment.
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