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EVALUATION AND CONTROL OF PREDICTIVE MACHINE LEARNING MODELS IN MOBILE NETWORKS

机译:移动网络中预测机器学习模型的评估与控制

摘要

There are provided measures for evaluation and control of predictive machine learning models in mobile networks. Such measures exemplarily comprise receiving information on a predictive model related to a radio resource management function, obtaining behavior information on an intended behavior of said predicted model, obtaining difference determination information on difference determination with respect to a predictive model prediction and said intended behavior, measuring a network condition, determining a prediction result based on said network condition and said information on said predictive model, determining a behavior result based on said network condition and said behavior information, and evaluating validity of said predictive model based on said prediction result, said behavior result, and said difference determination information.
机译:提供了在移动网络中评估和控制预测机器学习模型的方法。此类措施示例性地包括接收与无线电资源管理功能相关的预测模型的信息,获取与所述预测模型的预期行为相关的行为信息,获取与预测模型预测和所述预期行为相关的差异确定信息,测量网络状况,基于所述网络条件和所述预测模型上的所述信息确定预测结果,基于所述网络条件和所述行为信息确定行为结果,并基于所述预测结果、所述行为结果和所述差异确定信息评估所述预测模型的有效性。

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