Among them, DeepFEFM and DIFM were both proposed in 2020 and 2021. xDeepFM added a compressed sensing layer. ONN uses different embedding methods for each different operation (copy or inner product). They are all advanced in recent years. They are all advanced models proposed in recent years, and have high performance due to their different characteristics, so this article will also compare them with FMCPNN to verify the efficiency of FMCPNN. FIGURE 3. This is IPNN structure diagram. 1) Parameter setting: First, explain some initial settings of the FM models in this experiment. The learning rate is set to 0.01. The Adam optimizer is used for optimization. The beta1 and beta2 parameters of the Adam optimizer are set to 0.9 and 0.999, respectively. The number of epochs is set to 100, and early stopping is used to stop training when the model loss value does not decrease significantly. Rectified linear unit is used for all activation functions in the neural network. Logistic regression uses L2 regularization, and the regularization coefficient is set to 0.3 (the regularization coefficient is on the loss function but not on the regularization term). FIGURE 4. This is FMCPNN structure diagram. evaluate the experimental results. Other indexes are easy to one-sidedly estimate the model performance, resulting in inaccurate evaluation. The value of AUC ranges from 0 to 1. If AUC = 1, it represents a perfect classifier. If 0.5IEEE Consumer Electronics Magazine - July/August 2023
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