- 专利标题: GENERATING PREDICTIONS VIA MACHINE LEARNING
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申请号: US17682953申请日: 2022-02-28
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公开(公告)号: US20230274126A1公开(公告)日: 2023-08-31
- 发明人: Ramnarayan Vijapur Gopinath Rao , Rajkumar Baskaran , Rishabh Goel
- 申请人: PayPal, Inc.
- 申请人地址: US CA San Jose
- 专利权人: PayPal, Inc.
- 当前专利权人: PayPal, Inc.
- 当前专利权人地址: US CA San Jose
- 主分类号: G06N3/04
- IPC分类号: G06N3/04 ; G06N3/08 ; G06K9/62 ; G06F40/20
摘要:
A plurality of first entities have been previously associated with a predefined activity. By performing a clustering algorithm on the first entities, a subset of the first entities is identified that have met a predefined criterion. Via a Natural Language Processing (NLP) technique, a multi-dimensional matrix is generated. The matrix has a plurality of vectors associated with attributes of the subset of the first entities. A neural network model is trained with the multi-dimensional matrix. A plurality of second entities are on a list that contains entities that have been flagged for engaging in, or having engaged, the predefined activity. Based on the trained neural network model, a prediction is made whether scanning the second entities against a plurality of third entities for matches will cause a number of alerts having a predefined characteristic to exceed a predefined threshold. The alerts correspond to matches that needs further investigation.
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