[Retracted] An XGB-Based Reliable Transmission Method in the mMTC Scenarios
Algorithm 1
UDP-XGB algorithm.
Input: The four features with the highest correlation, RSRQ, RSRP, SINR, and RSSI, are taken as input . is the target output . is the predicted by the model. is a regression tree, a function of mapped to . Set the target function to . Set the number of trees for model integration to = 150. represents the deviation between and real RTT. is a smooth factor for , which is 0.25.
Output: Model is the mapping relationship between features and RTT, which integrated all of . Use the model to predict RTT. is obtained by and .