The technology involves systems and methods for optimizing retransmission mechanisms by estimating parameters of a statistical model of round-trip time sequences in network transmissions. It calculates optimal bounds on re-transmission timeouts to improve network efficiency and reliability. The approach adapts coefficients based on network performance data, establishing dynamic timeout boundaries that can significantly enhance the performance of electronic transmissions over networks.