SYSTEMS AND METHODS FOR REMOTE COLLABORATION
Described herein are systems and methods for work from home solutions according to various embodiments of the invention. These solutions accurately diagnose connectivity issue locations and severity from any, some, or all points in a network framework. Embodiments of these solutions may also use artificial intelligence and machine learning to process customer quality-of-experience (QoE) feedback and other relevant indicators. The solutions may improve network connectivity based on these measurements and processes.
1 . A method comprising:
accessing data relating to one or more network devices and/or connections, the data comprising at least quality of service (QoS) data and quality of experience (QoE) data, the QoS data providing an objective measure of connection quality for an associated network connection, and the QoE data providing a measure of user experience for an associated network connection or application software; and
training a QoE estimator model for generating estimated QoE data from QoS data, wherein the QoE estimator model uses a machine learning method in which the QoS data are used as input data and the QoE data are used to define one or more labels such that the QoE estimator model determines a respective estimator for each of the one or more labels based on the input data.