|
si(i = 1,2,⋯mj) |
The i-th sliding window. |
| |si| |
The size of si. |
|
Xi(i = 1, 2,⋯mj) |
Concatenated input matrix for si. |
|
Di = [d1, d2⋯dP], (i = 1, 2,⋯mj) |
Dictionary. |
|
dq(q = 1,2, ⋯ p) |
Atom in the dictionary. |
|
αi(i = 1, 2,⋯mj) |
Coefficient matrix. |
| GFNj |
The j-th group-wise functional network. |
| FNCk,p |
The p-th functional network component occurring in sk. |
|
TEG = (V, F) |
Time-evolving graph with vertex set V and edge set E. |
|
|
Edge between the vertices GFNi and GFNj in the k-th layer of TEG. |
|
|
Weight of the edge
. |
|
Fk ∈ ℝN×f (k = 1, 2, ⋯ M) |
Feature matrix of the k-th layer of TEG. |
|
Gk ∈ ℝN×r (k = 1, 2, ⋯ M) |
Role membership matrix. |
|
H ∈ ℝr×f
|
Projection matrix from the role space to the feature space. |
|
Qk ∈ ℝN×I
|
Measure matrix. |
|
E ∈ ℝr×I
|
Contribution matrix of the measure index to the roles. |
|
|
Neighbor vertices of GNFi. |
|
|
Vertex set that does not contain GNFi and Ni.
|
| ‖·‖1
|
l-1 norm. |
| ‖·‖F
|
F norm. |