Table 3 The hyperparameters of the proposed method and the baselines.

From: Risk identification and assessment for multitype safety events under the coupling of environmental factors

Model

Hyperparameters

Value

SVM

C

1

Kernel

Linear

max_iter

10,000,000

LR

Penalty

L2

C

1

Solver

lbfgs

NB

var_smoothing

1e-9

RIAM_Single

Learning rate

0.001

Batch size

32

dl

64

Max_epochs

200

Optimizer

Adam

Dropout rate

0.1

Input dimensions

6

Output dimensions

1

Activation function

Sigmoid

U

2

Nx

2