| CPC H04L 41/147 (2013.01) [H04L 41/145 (2013.01); H04L 41/16 (2013.01)] | 4 Claims |

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1. A computer-implemented system for reducing latency in communication over a network comprising:
a dynamic session manager executed by one or more processors and configured to access a data communication network that supports message traffic, wherein a plurality of senders and receivers send messages on a hop-by-hop basis via the data communication network; and
a database coupled to the data communication network configured to record and store the messages occurring in the data communication network and message metadata associated with the messages: in the message traffic,
wherein the dynamic session manager is further configured to:
obtain message hop data from the messages in the message traffic, the message hop data concerning current communications for a respective message communicated in the data communication network, including a time stamp, volume, and a number of active sessions;
generate simulation data, including by using network hop data from the message traffic;
initiate a simulation using the simulation data, via a machine learning algorithm trained using historical data communication data, to forecast respective latency in connection with a plurality of network communication sessions in the data communication network;
determine whether a respective forecasted latency is optimal, as a function of inter-message-timing intervals being within a predetermined range; and
adjust parameters including a number of current communication sessions to improve latency when the respective forecasted latency is determined to be not optimal.
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