INFERRING DEVICE LOAD AND AVAILABILITY IN A NETWORK BY OBSERVING WEAK SIGNAL NETWORK BASED METRICS

摘要

In one embodiment, a traffic analysis service obtains traffic characteristics of network traffic associated with a device in a network. The traffic analysis service uses a machine learning model to infer resource usage by the device based on the obtained traffic characteristics of the network traffic associated with the device. The traffic analysis service controls traffic flows in the network based on the inferred resource usage by the device.