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METHOD AND SYSTEM FOR INTERACTIVE, INTERPRETABLE, AND IMPROVED MATCH AND PLAYER PERFORMANCE PREDICTIONS IN TEAM SPORTS
METHOD AND SYSTEM FOR INTERACTIVE, INTERPRETABLE, AND IMPROVED MATCH AND PLAYER PERFORMANCE PREDICTIONS IN TEAM SPORTS
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机译:团队运动中互动,可解释和改进的比赛和球员表现预测的方法和系统
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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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