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Table 4 Comparison among the three presented approaches in terms of performance and scalability

From: Analyzing and inferring human real-life behavior through online social networks with social influence deep learning

 

L-SIDL

C-SIDL

G-SIDL

Accuracy

80.1%

85.2%

86.6%

TPR

74.4%

82.4%

84.3%

TNR

85.9%

88.1%

88.7%

Computational time

t

7.8t

75.1t

# of DNNs

N

L

1

  1. Computational time is the time required to train a single L-SIDL, C-SIDL, and the unique G-SIDL. The value t is about 42 s, which has been computed by averaging the computational time of a single L-SIDL over the datasets