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ADAPTIVE MULTI-AGENT COOPERATIVE COMPUTATION AND INFERENCE

机译:自适应多代理协作计算和推理

摘要

In a first device in response to an event input, using a processor and a memory, a local classification and a local classification confidence score corresponding to the event input are computed. At the first device in response to a broadcast request, a remote classification and a remote classification confidence score corresponding to the event input are received, the remote classification and the remote classification confidence score being computed at a second device. At the first device, a consensus classification including the most frequent classification from a set of all received remote classifications and the local classification is formed, provided the number of classifications including the most frequent classification exceeds a threshold. In response to a consensus classification confidence score corresponding to the consensus classification exceeding a confidence threshold, a local classification model is updated. Based on the local classification and the consensus classification, the event input is assigned to a classification.
机译:在响应于事件输入的第一设备中,使用处理器和存储器,计算与事件输入相对应的局部分类和局部分类置信度得分。在第一设备处,响应于广播请求,接收与事件输入相对应的远程分类和远程分类置信度得分,在第二设备处计算远程分类和远程分类置信度得分。在第一设备处,如果包括最频繁分类的分类的数量超过阈值,则形成包括来自所有接收到的远程分类和本地分类的集合中的最频繁分类的共识分类。响应于对应于共识分类的共识分类置信度得分超过置信度阈值,更新局部分类模型。基于局部分类和共识分类,将事件输入分配给分类。

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