- 专利标题: Method and system for interactive, interpretable, and improved match and player performance predictions in team sports
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申请号: US16254108申请日: 2019-01-22
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公开(公告)号: US11577145B2公开(公告)日: 2023-02-14
- 发明人: Hector Ruiz , Sujoy Ganguly , Nathan Frank , Patrick Lucey
- 申请人: STATS LLC
- 申请人地址: US IL Chicago
- 专利权人: STATS LLC
- 当前专利权人: STATS LLC
- 当前专利权人地址: US IL Chicago
- 代理机构: DLA Piper LLP (US)
- 主分类号: G06N20/20
- IPC分类号: G06N20/20 ; A63B71/06 ; G06N3/08 ; G06N3/04
摘要:
A method of generating an outcome for a sporting event is disclosed herein. A computing system retrieves tracking data from a data store. The computing system generates a predictive model using a deep neural network. The one or more neural networks of the deep neural network generates one or more embeddings comprising team-specific information and agent-specific information based on the tracking data. The computing system selects, from the tracking data, one or more features related to a current context of the sporting event. The computing system learns, by the deep neural network, one or more likely outcomes of one or more sporting events. The computing system receives a pre-match lineup for the sporting event. The computing system generates, via the predictive model, a likely outcome of the sporting event based on historical information of each agent for the home team, each agent for the away team, and team-specific features.
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