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Accelerating learning by sharing information between multiple learning machines

机译:通过在多个学习机之间共享信息来加速学习

摘要

In one embodiment, variables maintained by each of a plurality of Learning Machines (LMs) are determined. The LMs are hosted on a plurality of Field Area Routers (FARs) in a network, and the variables are sharable between the FARs. A plurality of correlation values defining a correlation between the variables is calculated. Then, a cluster of FARs is computed based on the plurality of correlation values, such that the clustered FARs are associated with correlated variables, and the cluster allows the clustered FARs to share their respective variables.
机译:在一个实施例中,确定由多个学习机(LM)中的每一个维护的变量。 LM托管在网络中的多个现场区域路由器(FAR)上,并且变量可在FAR之间共享。计算定义变量之间的相关性的多个相关性值。然后,基于多个相关值来计算FAR的集群,以使得聚类的FAR与相关变量相关联,并且该集群允许聚类的FAR共享其各自的变量。

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