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Hard/soft finite state machine (FSM) resetting approach for capturing network telemetry to improve device classification
Hard/soft finite state machine (FSM) resetting approach for capturing network telemetry to improve device classification
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机译：硬/软有限状态机（FSM）重置方法，用于捕获网络遥测以改善设备分类
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摘要
In one embodiment, a device classification service receives a first set of telemetry data captured by one or more networking devices in a network regarding traffic associated with an endpoint device in the network. The service classifies the endpoint device as being of an unknown device type, by applying a machine learning-based classifier to the first set of telemetry data. The service instructs the one or more networking devices in the network to reset a finite state machine (FSM) of the traffic associated with the endpoint device. The device classification service receives a second set of telemetry data regarding traffic associated with the endpoint device and captured after reset of the FSM. The service reclassifies the endpoint device as being of a particular device type, by applying the machine learning-based classifier to the second set of telemetry data.
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