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Table 1 Key notation used in the proof

From: Bandlimited graph signal reconstruction by diffusion operator

Symbol

Description

P w

The graph frequency cut-off operator

w

The graph cut-off frequency

S

The downsampling set

V

The set of vertices of the graph

E

The set of edges connecting vertices

\({\mathcal {F}}\)

The graph Fourier transform

\({{\mathcal {F}}^{- 1}}\)

The inverse graph Fourier transform

P T

The downsampling operator

u,v

The vertex

P d

The diffusion operator

f

A bandlimited graph signal

P m

The local-mean diffusion operator

P b

The global-bias diffusion operator

K(u)

The local-diffused unsampled vertices set of the sampled vertex u

d(v)

The degree of the vertex v

α 1,α 2

The downsampling parameter

M

The cardinality of the downsampling vertices set

N

The cardinality of the graph vertices set

Y

The cardinality of the eigenvalue less than the graph cut-off frequency

H K(u)

The maximal distance from sampled vertex u to other vertices within K(u)

X K(u)

The cardinality of K(u)

R max

The maximal value of the product of X K(u) and H K(u) in graph

J(u)

The degree operator of K(u)

J max

The maximal value J(u) in graph