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. 2024 Mar 12;18:1382305. doi: 10.3389/fnbot.2024.1382305

Table 2.

Main symbols and notations.

Symbol Description
x State vector representing opinions of individuals
t Time variable
x. First-order time derivatives of x
x¨ Second-order time derivatives of x
x... Third-order time derivatives of x
c Order of the highest derivative in HiDeS NODE
x (c) c-th order time derivative of x
θ Parameters of a neural network
ϕθ(·) Vector field (neural network) parameterized by θ
d d-dimensional real space
n n-dimensional real space
ω Extended state vector in HiDeS NODE
Δt Time step for numerical approximation
ϑ Alternate set of parameters for the neural network
t,t^ Time interval boundaries