IEEE Consumer Electronics Magazine - July/August 2023 - 71

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 0.5 


IEEE Consumer Electronics Magazine - July/August 2023

Table of Contents for the Digital Edition of IEEE Consumer Electronics Magazine - July/August 2023

Contents
IEEE Consumer Electronics Magazine - July/August 2023 - Cover1
IEEE Consumer Electronics Magazine - July/August 2023 - Cover2
IEEE Consumer Electronics Magazine - July/August 2023 - Contents
IEEE Consumer Electronics Magazine - July/August 2023 - 2
IEEE Consumer Electronics Magazine - July/August 2023 - 3
IEEE Consumer Electronics Magazine - July/August 2023 - 4
IEEE Consumer Electronics Magazine - July/August 2023 - 5
IEEE Consumer Electronics Magazine - July/August 2023 - 6
IEEE Consumer Electronics Magazine - July/August 2023 - 7
IEEE Consumer Electronics Magazine - July/August 2023 - 8
IEEE Consumer Electronics Magazine - July/August 2023 - 9
IEEE Consumer Electronics Magazine - July/August 2023 - 10
IEEE Consumer Electronics Magazine - July/August 2023 - 11
IEEE Consumer Electronics Magazine - July/August 2023 - 12
IEEE Consumer Electronics Magazine - July/August 2023 - 13
IEEE Consumer Electronics Magazine - July/August 2023 - 14
IEEE Consumer Electronics Magazine - July/August 2023 - 15
IEEE Consumer Electronics Magazine - July/August 2023 - 16
IEEE Consumer Electronics Magazine - July/August 2023 - 17
IEEE Consumer Electronics Magazine - July/August 2023 - 18
IEEE Consumer Electronics Magazine - July/August 2023 - 19
IEEE Consumer Electronics Magazine - July/August 2023 - 20
IEEE Consumer Electronics Magazine - July/August 2023 - 21
IEEE Consumer Electronics Magazine - July/August 2023 - 22
IEEE Consumer Electronics Magazine - July/August 2023 - 23
IEEE Consumer Electronics Magazine - July/August 2023 - 24
IEEE Consumer Electronics Magazine - July/August 2023 - 25
IEEE Consumer Electronics Magazine - July/August 2023 - 26
IEEE Consumer Electronics Magazine - July/August 2023 - 27
IEEE Consumer Electronics Magazine - July/August 2023 - 28
IEEE Consumer Electronics Magazine - July/August 2023 - 29
IEEE Consumer Electronics Magazine - July/August 2023 - 30
IEEE Consumer Electronics Magazine - July/August 2023 - 31
IEEE Consumer Electronics Magazine - July/August 2023 - 32
IEEE Consumer Electronics Magazine - July/August 2023 - 33
IEEE Consumer Electronics Magazine - July/August 2023 - 34
IEEE Consumer Electronics Magazine - July/August 2023 - 35
IEEE Consumer Electronics Magazine - July/August 2023 - 36
IEEE Consumer Electronics Magazine - July/August 2023 - 37
IEEE Consumer Electronics Magazine - July/August 2023 - 38
IEEE Consumer Electronics Magazine - July/August 2023 - 39
IEEE Consumer Electronics Magazine - July/August 2023 - 40
IEEE Consumer Electronics Magazine - July/August 2023 - 41
IEEE Consumer Electronics Magazine - July/August 2023 - 42
IEEE Consumer Electronics Magazine - July/August 2023 - 43
IEEE Consumer Electronics Magazine - July/August 2023 - 44
IEEE Consumer Electronics Magazine - July/August 2023 - 45
IEEE Consumer Electronics Magazine - July/August 2023 - 46
IEEE Consumer Electronics Magazine - July/August 2023 - 47
IEEE Consumer Electronics Magazine - July/August 2023 - 48
IEEE Consumer Electronics Magazine - July/August 2023 - 49
IEEE Consumer Electronics Magazine - July/August 2023 - 50
IEEE Consumer Electronics Magazine - July/August 2023 - 51
IEEE Consumer Electronics Magazine - July/August 2023 - 52
IEEE Consumer Electronics Magazine - July/August 2023 - 53
IEEE Consumer Electronics Magazine - July/August 2023 - 54
IEEE Consumer Electronics Magazine - July/August 2023 - 55
IEEE Consumer Electronics Magazine - July/August 2023 - 56
IEEE Consumer Electronics Magazine - July/August 2023 - 57
IEEE Consumer Electronics Magazine - July/August 2023 - 58
IEEE Consumer Electronics Magazine - July/August 2023 - 59
IEEE Consumer Electronics Magazine - July/August 2023 - 60
IEEE Consumer Electronics Magazine - July/August 2023 - 61
IEEE Consumer Electronics Magazine - July/August 2023 - 62
IEEE Consumer Electronics Magazine - July/August 2023 - 63
IEEE Consumer Electronics Magazine - July/August 2023 - 64
IEEE Consumer Electronics Magazine - July/August 2023 - 65
IEEE Consumer Electronics Magazine - July/August 2023 - 66
IEEE Consumer Electronics Magazine - July/August 2023 - 67
IEEE Consumer Electronics Magazine - July/August 2023 - 68
IEEE Consumer Electronics Magazine - July/August 2023 - 69
IEEE Consumer Electronics Magazine - July/August 2023 - 70
IEEE Consumer Electronics Magazine - July/August 2023 - 71
IEEE Consumer Electronics Magazine - July/August 2023 - 72
IEEE Consumer Electronics Magazine - July/August 2023 - 73
IEEE Consumer Electronics Magazine - July/August 2023 - 74
IEEE Consumer Electronics Magazine - July/August 2023 - 75
IEEE Consumer Electronics Magazine - July/August 2023 - 76
IEEE Consumer Electronics Magazine - July/August 2023 - 77
IEEE Consumer Electronics Magazine - July/August 2023 - 78
IEEE Consumer Electronics Magazine - July/August 2023 - 79
IEEE Consumer Electronics Magazine - July/August 2023 - 80
IEEE Consumer Electronics Magazine - July/August 2023 - 81
IEEE Consumer Electronics Magazine - July/August 2023 - 82
IEEE Consumer Electronics Magazine - July/August 2023 - 83
IEEE Consumer Electronics Magazine - July/August 2023 - 84
IEEE Consumer Electronics Magazine - July/August 2023 - 85
IEEE Consumer Electronics Magazine - July/August 2023 - 86
IEEE Consumer Electronics Magazine - July/August 2023 - 87
IEEE Consumer Electronics Magazine - July/August 2023 - 88
IEEE Consumer Electronics Magazine - July/August 2023 - 89
IEEE Consumer Electronics Magazine - July/August 2023 - 90
IEEE Consumer Electronics Magazine - July/August 2023 - 91
IEEE Consumer Electronics Magazine - July/August 2023 - 92
IEEE Consumer Electronics Magazine - July/August 2023 - 93
IEEE Consumer Electronics Magazine - July/August 2023 - 94
IEEE Consumer Electronics Magazine - July/August 2023 - 95
IEEE Consumer Electronics Magazine - July/August 2023 - 96
IEEE Consumer Electronics Magazine - July/August 2023 - 97
IEEE Consumer Electronics Magazine - July/August 2023 - 98
IEEE Consumer Electronics Magazine - July/August 2023 - 99
IEEE Consumer Electronics Magazine - July/August 2023 - 100
IEEE Consumer Electronics Magazine - July/August 2023 - 101
IEEE Consumer Electronics Magazine - July/August 2023 - 102
IEEE Consumer Electronics Magazine - July/August 2023 - 103
IEEE Consumer Electronics Magazine - July/August 2023 - 104
IEEE Consumer Electronics Magazine - July/August 2023 - 105
IEEE Consumer Electronics Magazine - July/August 2023 - 106
IEEE Consumer Electronics Magazine - July/August 2023 - 107
IEEE Consumer Electronics Magazine - July/August 2023 - 108
IEEE Consumer Electronics Magazine - July/August 2023 - Cover3
IEEE Consumer Electronics Magazine - July/August 2023 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20240102
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20231112
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20230910
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20230708
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20230506
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20230304
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20230102
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20221112
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20220910
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20220708
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20220506
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20220304
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20220102
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20211112
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20210910
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20210708
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20210506
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_20210304
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_202010
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_202009
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_202007
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_202004
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_202003
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_202001
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201910
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201909
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201907
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201905
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201903
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201901
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201811
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201809
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201807
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201805
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_201803
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_july2017
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_april2017
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_january2017
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_october2016
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_july2016
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_april2016
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_january2016
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_october2015
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_july2015
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_april2015
https://www.nxtbook.com/nxtbooks/ieee/consumerelectronics_january2015
https://www.nxtbookmedia.com