Research Article

[Retracted] Intelligent Offloading Decision and Resource Allocations Schemes Based on RNN/DQN for Reliability Assurance in Software-Defined Massive Machine-Type Communications

Table 3

The summary of hyperparameter description.

HyperparametersDetailed value

Predicted lengthLast 81 points
RNN specialistLSTM
Number of neurons of input and output layers50
Mini-batch size32
OptimizerAdam/SGD
Loss functionRMSE
Activation function of 1st hidden layerTanh
Activation function of nth hidden layersReLu
Activation function of the output layerLinear
Replay buffer 5000
0.02
Discount factor
Optimal state space (threshold)
Policy Boltzmann policy